{"id":"W4363645849","doi":"10.1097/pas.0000000000002040","title":"A Simplified Version of the IASLC Grading System for Invasive Pulmonary Adenocarcinomas With Improved Prognosis Discrimination","year":2023,"lang":"en","type":"article","venue":"The American Journal of Surgical Pathology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of Ottawa; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Fonds de Recherche du Québec - Santé; Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval","keywords":"Grading (engineering); Medicine; Radiology; Pathology; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003865069,0.0006964653,0.0008205758,0.003368775,0.0003298023,0.00166417,0.0008613868,0.0004099778,0.001807327],"category_scores_gemma":[0.009222114,0.0001998103,0.001353298,0.002637898,0.0003256891,0.0007216088,0.001217776,0.001002429,0.0007278239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001242459,"about_ca_system_score_gemma":0.001619154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115429,"about_ca_topic_score_gemma":0.02032475,"domain_scores_codex":[0.9972234,0.0008301872,0.0005267468,0.0003099241,0.0008740081,0.0002358205],"domain_scores_gemma":[0.9940225,0.0007487288,0.001417473,0.001033286,0.002450656,0.0003272966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005670363,0.0001040812,0.727975,0.0004870755,0.0007716857,0.0004001628,0.0001552132,0.005528776,0.007384222,0.001529402,0.03071457,0.2243828],"study_design_scores_gemma":[0.0001347199,0.000370436,0.9314135,0.0001644821,0.0004685904,0.004251773,0.0001376466,0.02097542,0.002127315,0.003026737,0.03682064,0.0001087334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7503363,0.01571344,0.1713149,0.003274536,0.001286219,0.002153239,0.03111883,0.001361951,0.02344059],"genre_scores_gemma":[0.888428,0.002695604,0.07971339,0.0005999344,0.0004657791,0.0006706918,0.02364181,0.0001396502,0.00364513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01115429,"threshold_uncertainty_score":0.02217871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194320076585258,"score_gpt":0.2733778097010313,"score_spread":0.2539458020425055,"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."}}