{"id":"W4408995995","doi":"10.1097/pas.0000000000002395","title":"CDKN2A Chromogenic In Situ Hybridization for Separating Benign From Malignant Mesothelial Proliferations","year":2025,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"CISH; Chromogenic in situ hybridization; CDKN2A; Chromogenic; Fish <Actinopterygii>; Pathology; Medicine; Materials science; In situ hybridization; Computer science; Chemistry; Optics; Biology; Physics; Internal medicine; Cancer; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008001758,0.0006068086,0.0002353891,0.001282052,0.0005297902,0.0004578643,0.0004883936,0.0005088438,0.003726277],"category_scores_gemma":[0.0007329638,0.0002784259,0.0002632232,0.0003498893,0.0007821542,0.0004571078,0.0004474575,0.0006408325,0.0009312725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974296,"about_ca_system_score_gemma":0.0007042398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002702645,"about_ca_topic_score_gemma":0.005889799,"domain_scores_codex":[0.9994903,0.0001240616,0.00004374626,0.0001292355,0.0001349665,0.0000777196],"domain_scores_gemma":[0.9997346,0.00009503846,0.00001977418,0.00006117516,0.00005197551,0.00003748753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007229486,0.00002308597,0.001100049,0.00008303893,0.000007564512,0.0002546233,0.0000415261,0.00008212818,0.9909689,0.0004342124,0.0001559236,0.006776749],"study_design_scores_gemma":[0.00002465828,0.0001849909,0.007085382,0.00002226772,0.00004193575,0.002667469,0.00009080158,0.0028628,0.9759779,0.0003248494,0.01069763,0.00001940898],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6654374,0.01073722,0.2959433,0.001014702,0.0004975937,0.0005724394,0.000893026,0.001443239,0.02346116],"genre_scores_gemma":[0.8705633,0.004989207,0.1163426,0.0001339994,0.00006271137,0.0002908943,0.0008005344,0.0001102654,0.006706479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003726277,"threshold_uncertainty_score":0.01246566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058331924239084,"score_gpt":0.2960872294038514,"score_spread":0.2855039101614605,"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."}}