{"id":"W4281776870","doi":"10.1200/jco.2022.40.16_suppl.e22512","title":"The BC Generations Project as a tumor tissue resource for cancer research.","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; University of British Columbia","funders":"","keywords":"Medicine; Cancer registry; Cancer; Surgical pathology; Population; Lung cancer; Breast cancer; Cohort; Biopsy; Molecular pathology; Pathology; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.007841857,0.0005720412,0.0008593316,0.003482466,0.001741967,0.003057945,0.002220057,0.001119038,0.2594628],"category_scores_gemma":[0.02439147,0.0005816272,0.0003303457,0.005473704,0.000531144,0.00100879,0.003662677,0.001115031,0.0750306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005645853,"about_ca_system_score_gemma":0.02292258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1432885,"about_ca_topic_score_gemma":0.2175132,"domain_scores_codex":[0.9959956,0.001311383,0.0003546273,0.0006018324,0.001332473,0.0004039683],"domain_scores_gemma":[0.9707423,0.004699592,0.001375621,0.00400092,0.01149912,0.007682441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001513023,0.00002385259,0.003191603,0.0001706145,0.00001270247,0.00005626125,0.00005872677,0.00007256914,0.0001416176,0.001239697,0.9405631,0.0543179],"study_design_scores_gemma":[0.0001232445,0.00002294384,0.008948269,0.0004151301,0.00001599516,0.000122906,0.0001078614,0.0003044916,0.0001857759,0.001045157,0.9886963,0.00001186175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.004839696,0.004317305,0.008373848,0.03014806,0.003236629,0.002525449,0.7617136,0.004754063,0.1800913],"genre_scores_gemma":[0.04270997,0.005937948,0.05176174,0.01034086,0.001379126,0.006251939,0.614714,0.004685488,0.262219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2594628,"threshold_uncertainty_score":0.8679895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2857549967146767,"score_gpt":0.5662243197993643,"score_spread":0.2804693230846876,"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."}}