{"id":"W4311212387","doi":"10.23860/thesis-lamy-eric-2022","title":"PREDICTORS OF EPI PROCOLON UTILIZATION","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Food and drug administration; Colorectal cancer; Cancer; Colorectal cancer screening; Population; Quarter (Canadian coin); Lifetime risk; Risk factor; Environmental health; Gerontology; Demography; Internal medicine; Colonoscopy; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004320547,0.0002210163,0.0001866782,0.0005747886,0.0002527476,0.0005207954,0.0002717144,0.0003008908,0.001961924],"category_scores_gemma":[0.002841141,0.0001545926,0.0003583535,0.0007299787,0.0002037181,0.0002715779,0.0003403405,0.0006185902,0.0001973154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001885163,"about_ca_system_score_gemma":0.0003818668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004499191,"about_ca_topic_score_gemma":0.004406315,"domain_scores_codex":[0.9996991,0.0000635537,0.0000369621,0.00005812437,0.00008454094,0.00005775135],"domain_scores_gemma":[0.9976352,0.000433036,0.001317375,0.00008339831,0.0001674684,0.000363512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003120294,0.00001682435,0.9994413,0.000004043627,0.00001402726,0.00001833977,0.000006955097,0.00001937013,0.00002618291,0.000006035264,0.00006330114,0.0003525116],"study_design_scores_gemma":[0.000003633834,0.00004992423,0.9993332,0.000006462114,0.00002046961,0.000178951,0.00003934145,0.0002041147,0.00003104656,0.00001023347,0.0001211065,0.000001434687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980133,0.0005369097,0.00005960164,0.0001236339,0.000007489753,0.000008863819,0.0006574172,0.000004999978,0.0005876894],"genre_scores_gemma":[0.9993093,0.0001597511,0.00005705262,0.00002610929,0.00001264825,0.000004478315,0.0003501813,9.753095e-7,0.00007956427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004499191,"threshold_uncertainty_score":0.008946002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616660996821474,"score_gpt":0.3198065853378602,"score_spread":0.2936399753696455,"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."}}