{"id":"W1980610830","doi":"10.1038/modpathol.2012.106","title":"Reproducibility of histopathological subtypes and invasion in pulmonary adenocarcinoma. An international interobserver study","year":2012,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":241,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network; Christie (Canada)","funders":"National Cancer Institute","keywords":"Subtyping; Adenocarcinoma; Pulmonary adenocarcinoma; Kappa; Medicine; Pathology; Reproducibility; Concordance; Radiology; Cancer; Internal medicine; Computer science; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"reproducibility","study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02761357,0.0006080006,0.0005842965,0.00241986,0.0008632425,0.001417505,0.0009849605,0.0006697152,0.0009765332],"category_scores_gemma":[0.0431804,0.0006004114,0.001073511,0.001225695,0.001929951,0.001232622,0.001710975,0.0006605564,0.0005015547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005247464,"about_ca_system_score_gemma":0.0004083805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001954483,"about_ca_topic_score_gemma":0.003275594,"domain_scores_codex":[0.9812402,0.008994487,0.002081942,0.003296887,0.003651231,0.0007352994],"domain_scores_gemma":[0.9186449,0.04531159,0.006747807,0.01938149,0.008793073,0.001121087],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001313213,0.00007484467,0.9632353,0.00009706453,0.000669215,0.0001377041,0.002391347,0.0006969342,0.005278848,0.0002762502,0.0003298536,0.02549936],"study_design_scores_gemma":[0.00003500891,0.0002976654,0.9906133,0.00004105936,0.0005612056,0.001064952,0.0008253921,0.001800186,0.002878198,0.0003781085,0.001460326,0.0000445795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818778,0.002341465,0.008779819,0.00006843833,0.0001412459,0.00006802902,0.0002887876,0.00007942733,0.006354929],"genre_scores_gemma":[0.9980258,0.0001511761,0.001120706,0.00002282035,0.00003981003,0.00002330351,0.0002465077,0.00004291055,0.0003269256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9723864,"threshold_uncertainty_score":0.1460362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06127875614968012,"score_gpt":0.3257190054160126,"score_spread":0.2644402492663325,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}