{"id":"W2283482748","doi":"10.1186/s12875-016-0422-2","title":"Effect of family medicine groups on visits to the emergency department among diabetic patients in Quebec between 2000 and 2011: a population-based segmented regression analysis","year":2016,"lang":"en","type":"article","venue":"BMC Family Practice","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Population; Proxy (statistics); Diabetes mellitus; Cohort; Type 2 diabetes; Primary care; Emergency medicine; Family medicine; Demography; Pediatrics; Internal medicine; Environmental health; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002699182,0.0002727764,0.0007105926,0.0004891558,0.0003487237,0.00000450294,0.0002082097,0.0001767984,0.0001597953],"category_scores_gemma":[0.00295081,0.0001372566,0.00009428994,0.0007582312,0.00003190483,0.0003009583,0.0001082162,0.0003169898,0.00008651926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008220469,"about_ca_system_score_gemma":0.0003824098,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05457701,"about_ca_topic_score_gemma":0.02772669,"domain_scores_codex":[0.9937485,0.003582098,0.001071354,0.0004491984,0.0006634235,0.0004854227],"domain_scores_gemma":[0.9884322,0.009735255,0.0007627799,0.0005910505,0.0002146383,0.0002640348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007649927,0.00007930667,0.9808201,0.0002182541,0.00009114969,0.000001436912,0.0004152714,0.00001391175,0.00005041511,0.00001398803,0.007597263,0.009933902],"study_design_scores_gemma":[0.002559547,0.000825428,0.9924744,0.0004092246,0.0006143423,1.71658e-8,0.0002214259,0.00003210282,0.00001516383,0.000007112956,0.002694261,0.0001469938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907655,0.0003467778,0.0003639693,0.005122367,0.0004208574,0.002010634,0.00007089764,0.00003479547,0.0008642371],"genre_scores_gemma":[0.994081,0.0001648255,0.0001205716,0.004471141,0.0001246095,0.0002651947,0.0001369221,0.00002276177,0.0006129704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02685032,"threshold_uncertainty_score":0.9900148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03994079748235337,"score_gpt":0.4078306481839758,"score_spread":0.3678898507016224,"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."}}