{"id":"W4322504233","doi":"10.21203/rs.3.rs-2588059/v1","title":"Cancer Risk Prediction Regulation Models: Canada Contrasted with the U.S. and the E.U.","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; University of Ottawa; McGill University Health Centre","funders":"Government of Canada; Canadian Institutes of Health Research; Fondation du cancer du sein du Québec; Genome Canada","keywords":"Cancer; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003164715,0.0004748753,0.0007052308,0.0009209377,0.00130301,0.00334214,0.001603519,0.001218729,0.003588168],"category_scores_gemma":[0.007467379,0.0002652584,0.0006394772,0.002465751,0.001430804,0.00107671,0.0009710116,0.001779022,0.0003489115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03024893,"about_ca_system_score_gemma":0.04088504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9778991,"about_ca_topic_score_gemma":0.9710174,"domain_scores_codex":[0.9988686,0.0004528691,0.00002706384,0.0001732671,0.0002079536,0.0002703517],"domain_scores_gemma":[0.9968887,0.00125678,0.0002528432,0.0001310581,0.001171977,0.000298656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003195259,0.0001115819,0.03561643,0.00008704109,0.0002085353,0.0001313015,0.000294677,0.5994612,0.0001994211,0.2589494,0.06509097,0.03952983],"study_design_scores_gemma":[0.0001211402,0.00005966379,0.01604863,0.0001463806,0.0001889483,0.00004395064,0.0007502025,0.8527981,0.0003742515,0.08729804,0.04209038,0.00008045313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5367448,0.022839,0.1049276,0.14171,0.001230612,0.000290776,0.0159109,0.0009293751,0.1754169],"genre_scores_gemma":[0.9596558,0.004111033,0.008951273,0.001310272,0.0001206545,0.00004891308,0.002119655,0.00009031808,0.02359195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03024893,"threshold_uncertainty_score":0.2194724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07541815569335981,"score_gpt":0.29240818683928,"score_spread":0.2169900311459202,"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."}}