{"id":"W2606282829","doi":"10.23889/ijpds.v1i1.209","title":"Colonoscopy resource availability and colonoscopy utilization in Ontario, Canada","year":2017,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Colonoscopy; Medicine; Specialty; Referral; Colorectal cancer; Population; Internal medicine; Family medicine; Environmental health; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0009205875,0.00006960711,0.0001116689,0.0001393437,0.0005623424,0.000322501,0.0005860658,0.00003196708,0.00004377479],"category_scores_gemma":[0.001463845,0.00006651851,0.0000144255,0.00007072744,0.0001329166,0.001087638,0.0002027529,0.0001737391,4.467792e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001112726,"about_ca_system_score_gemma":0.001343115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8371891,"about_ca_topic_score_gemma":0.9828334,"domain_scores_codex":[0.9987234,0.00001415183,0.0002662044,0.00030397,0.0005476893,0.0001445984],"domain_scores_gemma":[0.9988975,0.00004893036,0.0002521831,0.000379283,0.0003063293,0.0001157807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00343723,0.00003266692,0.9838054,0.000006157886,0.00001146152,0.00001154339,0.00008172797,0.00008126326,0.0002746692,0.0001624487,0.001512286,0.01058312],"study_design_scores_gemma":[0.000798063,0.0003141096,0.9606318,0.00006280918,0.000009583977,0.0001025829,0.00003364016,0.0141716,0.0002888484,0.0002019768,0.02331883,0.0000661219],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954192,0.00002476494,0.0007967162,0.001617843,0.001393958,0.0002144277,0.00005057186,0.000007965579,0.0004745394],"genre_scores_gemma":[0.9975701,0.000009638786,0.001719359,0.000164872,0.0001242025,0.000005364561,0.000119447,0.000004400413,0.0002826136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1456443,"threshold_uncertainty_score":0.432514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042851234852872,"score_gpt":0.3938136068972294,"score_spread":0.2895284834119422,"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."}}