{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02249202,0.00008505539,0.0003781319,0.00005533015,0.001230813,0.00002315059,0.0005428772,0.00007524591,0.001465616],"category_scores_gemma":[0.006249373,0.00005905211,0.0001621241,0.0002495579,0.0005782983,0.0001047544,0.0004328864,0.001564165,0.00008209186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009082533,"about_ca_system_score_gemma":0.001110472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005724955,"about_ca_topic_score_gemma":0.0008126256,"domain_scores_codex":[0.9941328,0.003038719,0.001296001,0.0002903854,0.0007972557,0.0004448835],"domain_scores_gemma":[0.9916587,0.00696577,0.000872929,0.0002326217,0.00005009062,0.0002199002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001421435,0.001022058,0.0107769,0.000007374737,0.00009455487,0.0002259371,0.000995011,0.003413162,0.001854795,0.0004576448,0.2528826,0.7268485],"study_design_scores_gemma":[0.0009599162,0.004178121,0.01004051,0.000005021764,0.00002593895,0.00007456994,0.0008382496,0.0004373982,0.0001295105,0.001248659,0.9819946,0.00006750518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059789,0.0004502941,0.0006361184,0.07183269,0.001187097,0.001465508,0.0000253194,0.00001044762,0.01841362],"genre_scores_gemma":[0.9656591,0.001040393,0.004834757,0.01492384,0.002378095,0.0007571662,0.000003698393,0.00005320429,0.01034972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.729112,"threshold_uncertainty_score":0.9994472,"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."}}