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          "Emphysema": {
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      },
      "evidence_scope": "Reused patient-separated internal NIH benchmark; weak report-derived annotations."
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            "prevalence": 0.09950891703282502,
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                "low": 0.0,
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            "score_bins": [
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        },
        "multilabel": {
          "all": {
            "images": 3869,
            "tp": 1622,
            "fp": 2575,
            "fn": 1972,
            "precision": 0.3864665237074101,
            "recall": 0.451307735114079,
            "f1": 0.41637787190347836,
            "displayed_multiple_images": 972,
            "at_least_two_correct_images": 238,
            "all_annotations_recovered_images": 714,
            "exact_disease_set_images": 1203
          },
          "multiannotated": {
            "images": 1004,
            "tp": 1046,
            "fp": 731,
            "fn": 1296,
            "precision": 0.5886325267304445,
            "recall": 0.4466268146883006,
            "f1": 0.5078902646273368,
            "displayed_multiple_images": 511,
            "at_least_two_correct_images": 238,
            "all_annotations_recovered_images": 138,
            "exact_disease_set_images": 42
          },
          "count_bins": [
            "0",
            "1",
            "2",
            "3",
            "4+"
          ],
          "count_matrix": [
            [
              821,
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              286,
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              54,
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          ],
          "annotated_counts": [
            1613,
            1252,
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            232,
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          ],
          "displayed_counts": [
            1174,
            1723,
            562,
            303,
            107
          ],
          "definitions": {
            "multiannotated": "Scans with at least two retained disease labels in the CSV; excludes No Finding, Hernia, Pneumonia and Fibrosis.",
            "at_least_two_correct_images": "At least two displayed labels match CSV disease annotations; additional false positives may be present.",
            "all_annotations_recovered_images": "Every retained CSV disease is displayed; additional false positives may be present.",
            "exact_disease_set_images": "Displayed disease set equals retained CSV disease set, with neither extra nor missing disease labels.",
            "count_matrix": "Rows: CSV disease count; columns: displayed disease count. Equal counts do not imply correct labels."
          }
        },
        "label_accuracy": 0.8694178800149335,
        "score_05_label_accuracy": 0.8914448177823727,
        "score_05_exact_match": 0.4001033858878263,
        "disease_count_distribution": {
          "0": 518,
          "1": 2033,
          "2": 649,
          "3": 366,
          "4": 215,
          "5": 66,
          "6": 22,
          "7": 0,
          "8": 0,
          "9": 0,
          "10": 0,
          "11": 0
        },
        "no_finding_images": 518,
        "any_disease_images": 3351,
        "ranked_suggestion_images": 935,
        "ranked_suggestion_evaluable_images": 628,
        "ranked_suggestion_correct": 186,
        "ranked_suggestion_precision": 0.2961783439490446,
        "unannotated_output_images": 1997,
        "no_finding_with_known_disease": 128,
        "note": "All independent screening flags, separate No Finding rule, otherwise explicitly unverified top disease suggestion. Unknown reference labels are excluded from correctness metrics."
      },
      "paired_comparison": {
        "status": "ok",
        "cohort": "chestdr",
        "fixed_labels": [
          "Atelectasis",
          "Cardiomegaly",
          "Effusion",
          "Nodule",
          "Pneumothorax",
          "Consolidation",
          "Edema",
          "Emphysema",
          "Pleural_Thickening"
        ],
        "images": 3869,
        "unit_resampled": "patient or exact-image dependence cluster",
        "estimand": "image-weighted macro metrics; patient-cluster uncertainty",
        "difference": "candidate minus baseline",
        "seed": 20260917,
        "requested_draws": 500,
        "valid_draws": 500,
        "excluded_draws": 0,
        "minimum_valid_draws": 475,
        "undefined_resample_counts": {
          "Atelectasis": 0,
          "Cardiomegaly": 0,
          "Effusion": 0,
          "Nodule": 0,
          "Pneumothorax": 0,
          "Consolidation": 0,
          "Edema": 0,
          "Emphysema": 0,
          "Pleural_Thickening": 0
        },
        "confidence": 0.95,
        "ci_method": "paired patient percentile, unadjusted",
        "per_label": {
          "Atelectasis": {
            "positive_images": 156,
            "negative_images": 3713,
            "baseline": {
              "AP": 0.0544703319179438,
              "AUROC": 0.6181745357613927
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            "candidate": {
              "AP": 0.0763108158970721,
              "AUROC": 0.6819801528931613
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          },
          "Cardiomegaly": {
            "positive_images": 1055,
            "negative_images": 2814,
            "baseline": {
              "AP": 0.5633163878355484,
              "AUROC": 0.7814679143214193
            },
            "candidate": {
              "AP": 0.6267954611407653,
              "AUROC": 0.8279477696150257
            }
          },
          "Effusion": {
            "positive_images": 1011,
            "negative_images": 2858,
            "baseline": {
              "AP": 0.661510363714628,
              "AUROC": 0.8280385320605599
            },
            "candidate": {
              "AP": 0.7001756274988085,
              "AUROC": 0.8548198646241933
            }
          },
          "Nodule": {
            "positive_images": 536,
            "negative_images": 3333,
            "baseline": {
              "AP": 0.1900898937360009,
              "AUROC": 0.5910882132989418
            },
            "candidate": {
              "AP": 0.22237933576019864,
              "AUROC": 0.6412878228121319
            }
          },
          "Pneumothorax": {
            "positive_images": 235,
            "negative_images": 3634,
            "baseline": {
              "AP": 0.29925341810852657,
              "AUROC": 0.8235517980304219
            },
            "candidate": {
              "AP": 0.32510795273517773,
              "AUROC": 0.8441831871567583
            }
          },
          "Consolidation": {
            "positive_images": 24,
            "negative_images": 3845,
            "baseline": {
              "AP": 0.03570982917877497,
              "AUROC": 0.7807650628521889
            },
            "candidate": {
              "AP": 0.03763017158716445,
              "AUROC": 0.7445925444299957
            }
          },
          "Edema": {
            "positive_images": 67,
            "negative_images": 3802,
            "baseline": {
              "AP": 0.39543683485141956,
              "AUROC": 0.9452173639953835
            },
            "candidate": {
              "AP": 0.35220730342391127,
              "AUROC": 0.928262422762568
            }
          },
          "Emphysema": {
            "positive_images": 125,
            "negative_images": 3744,
            "baseline": {
              "AP": 0.06165304731824346,
              "AUROC": 0.6890790598290598
            },
            "candidate": {
              "AP": 0.10913408442011044,
              "AUROC": 0.7625384615384615
            }
          },
          "Pleural_Thickening": {
            "positive_images": 385,
            "negative_images": 3484,
            "baseline": {
              "AP": 0.19349205646506226,
              "AUROC": 0.6744859617993947
            },
            "candidate": {
              "AP": 0.20209890154770863,
              "AUROC": 0.6909985536851209
            }
          }
        },
        "macro": {
          "AP": {
            "baseline": 0.27277024034734976,
            "candidate": 0.2946488504456575,
            "difference": 0.021878610098307716,
            "baseline_ci": [
              0.26024450614946165,
              0.2926102632940224
            ],
            "candidate_ci": [
              0.28083018115310926,
              0.31580342727413246
            ],
            "difference_ci": [
              0.0114170067771829,
              0.03282440216700731
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          },
          "AUROC": {
            "baseline": 0.7479853824387513,
            "candidate": 0.7751789755019352,
            "difference": 0.027193593063183807,
            "baseline_ci": [
              0.7320974102715636,
              0.7619782453612373
            ],
            "candidate_ci": [
              0.7590644535192911,
              0.7892977794592677
            ],
            "difference_ci": [
              0.019955208811465144,
              0.03368840559562395
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          }
        },
        "interpretation": "ChestDR macro AP is primary; NIH macro AP secondary; AUROC supportive. Intervals do not prove clinical utility.",
        "dependence_clusters": 3868,
        "nominal_patient_ids": 3869
      },
      "duplicate_note": "One byte-identical test pair has conflicting Cardiomegaly annotations. All 3869 official rows remain; uncertainty uses 3868 dependence clusters. No Finding remains unannotated.",
      "evidence_scope": "Official ChestDR test, held out from adaptation and threshold selection. Same dataset as adaptation, not a never-seen hospital. Nine radiologist-confirmed labels; No Finding, Mass and Infiltration unannotated."
    }
  },
  "audit": {
    "dataset": "ChestDR / MedFMC",
    "license": "CC0",
    "source_url": "https://springernature.figshare.com/articles/dataset/ChestDR_Thoracic_Diseases_Screening_in_Chest_Radiography/22302775",
    "paper": "https://www.nature.com/articles/s41597-023-02460-0",
    "annotation": "Initial annotations by a radiology resident, supported by signed reports, confirmed by a senior radiologist.",
    "images_per_patient": 1,
    "demographic_limit": "Age metadata unavailable; adult-only inclusion is not established. No pediatric performance claim.",
    "official_split": "Preserved 3869-image test; official 979-image few-shot pool split by deterministic target-only iterative stratification into 685 training and294 validation.",
    "seed": 20260915,
    "mapping": {
      "Atelectasis": "atelectasis",
      "Cardiomegaly": "cardiomegaly",
      "Effusion": "pleural_effusion",
      "Nodule": "nodule",
      "Pneumothorax": "pneumothorax",
      "Consolidation": "consolidation",
      "Edema": "pulmonary_edema",
      "Emphysema": "emphysema",
      "Pleural_Thickening": "thickened_pleura"
    },
    "unknown_labels": [
      "Infiltration",
      "Mass",
      "No Finding"
    ],
    "no_finding_note": "No Finding is unannotated. All19negative is not an NIH No Finding label.",
    "source_csv_sha256": "bd6af813db773de367649537e841e711adcfd500c4f8f7784c1fd4821303f75a",
    "manifest_sha256": "98432e7eca10c3803146b5c8104434524d6976059ec7d9df496c48836c3eebef",
    "images": 4848,
    "quarantined": 0,
    "quarantine_reasons": {},
    "source_label_counts": {
      "pleural_effusion": 1266,
      "nodule": 665,
      "pneumonia": 898,
      "cardiomegaly": 1300,
      "hilar_enlargement": 758,
      "fracture_old": 429,
      "fibrosis": 532,
      "aortic_calcification": 645,
      "tortuous_aorta": 612,
      "thickened_pleura": 497,
      "TB": 305,
      "pneumothorax": 284,
      "emphysema": 159,
      "atelectasis": 199,
      "calcification": 104,
      "pulmonary_edema": 86,
      "increased_lung_markings": 53,
      "elevated_diaphragm": 23,
      "consolidation": 34
    },
    "splits": {
      "test": {
        "images": 3869,
        "patients": 3869,
        "positives": {
          "Atelectasis": 156,
          "Cardiomegaly": 1055,
          "Effusion": 1011,
          "Nodule": 536,
          "Pneumothorax": 235,
          "Consolidation": 24,
          "Edema": 67,
          "Emphysema": 125,
          "Pleural_Thickening": 385
        },
        "all19negative": 987,
        "multiannotated": 1004
      },
      "train": {
        "images": 685,
        "patients": 685,
        "positives": {
          "Atelectasis": 30,
          "Cardiomegaly": 171,
          "Effusion": 178,
          "Nodule": 90,
          "Pneumothorax": 34,
          "Consolidation": 7,
          "Edema": 13,
          "Emphysema": 24,
          "Pleural_Thickening": 78
        },
        "all19negative": 177,
        "multiannotated": 182
      },
      "validation": {
        "images": 294,
        "patients": 294,
        "positives": {
          "Atelectasis": 13,
          "Cardiomegaly": 74,
          "Effusion": 77,
          "Nodule": 39,
          "Pneumothorax": 15,
          "Consolidation": 3,
          "Edema": 6,
          "Emphysema": 10,
          "Pleural_Thickening": 34
        },
        "all19negative": 84,
        "multiannotated": 80
      }
    },
    "patient_overlap": 0,
    "duplicate_note": "Exact hashes of299pxgrayscale arrays checked against all105kNIH scans and acrossChestDRsplits. This does not detect every near-duplicate.",
    "selection_labels": [
      "Atelectasis",
      "Cardiomegaly",
      "Effusion",
      "Nodule",
      "Pneumothorax",
      "Emphysema",
      "Pleural_Thickening"
    ]
  },
  "decision_note": "Pass permits export and browser verification, not a clinical claim. Failure retains published weights; no checkpoint or threshold may be changed in response to this test."
}