{"id":"W2892165384","doi":"10.23889/ijpds.v3i4.770","title":"Linking lab, program, and administrative data to provide comprehensive colorectal cancer screening status of patients to primary care providers in Calgary, Alberta","year":2018,"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":"Calgary Laboratory Services; Alberta Medical Association; Alberta Health Services","funders":"","keywords":"Medicine; Colonoscopy; Family medicine; Colorectal cancer; Guideline; Cancer screening; Primary care; Test (biology); Cohort; Point of care; Cancer; Internal medicine; Nursing; Pathology","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":[0.003011734,0.0003745811,0.0003028411,0.003399577,0.001585244,0.002009009,0.001965387,0.0003995072,0.004554647],"category_scores_gemma":[0.007375364,0.0004719617,0.0004252588,0.007397255,0.0006186969,0.0003895515,0.002115109,0.0006862718,0.0006718948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03681578,"about_ca_system_score_gemma":0.05882633,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882802,"about_ca_topic_score_gemma":0.989062,"domain_scores_codex":[0.996655,0.0004843488,0.000241108,0.0004385808,0.001395086,0.0007859269],"domain_scores_gemma":[0.9919865,0.001085155,0.001275755,0.0004119476,0.003720904,0.001519758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002031369,0.0001652047,0.9167589,0.0003777703,0.0001196381,0.0003000008,0.001443076,0.001619965,0.0003984281,0.0004042492,0.02179858,0.05641104],"study_design_scores_gemma":[0.00006388321,0.00007687736,0.9853832,0.0001874699,0.00006729155,0.00008919495,0.002044511,0.001915069,0.0002126974,0.00007429638,0.009864718,0.00002090416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8755922,0.003150035,0.003294439,0.004216377,0.0001896229,0.002499832,0.0710573,0.0006482559,0.03935181],"genre_scores_gemma":[0.9443419,0.001882708,0.01261236,0.001804995,0.00009035962,0.0006952757,0.02889185,0.00006188882,0.009618577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03681578,"threshold_uncertainty_score":0.2671185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09827326742823175,"score_gpt":0.4210232333362317,"score_spread":0.3227499659079999,"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."}}