{"id":"W4295754818","doi":"10.46747/cfp.6809671","title":"Patient clustering in primary care settings","year":2022,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ottawa Hospital; College of Family Physicians of Canada; Bruyère; University of Ottawa; Global Affairs Canada","funders":"Cancer Care Ontario","keywords":"Medicine; Hazard ratio; Demography; Retrospective cohort study; Incidence (geometry); Health care; Population; Family medicine; Cohort study; Cohort; Emergency medicine; Confidence interval; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005981831,0.0001545215,0.0003542649,0.0008038342,0.001556551,0.000888755,0.0005393796,0.0005977355,0.005262574],"category_scores_gemma":[0.004917244,0.0002790866,0.0003547989,0.002629432,0.0003761309,0.0004173321,0.0009818391,0.0004020511,0.0003025831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003897669,"about_ca_system_score_gemma":0.003867912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2619089,"about_ca_topic_score_gemma":0.3339985,"domain_scores_codex":[0.9983258,0.0004300724,0.0001240987,0.0004679718,0.0003270051,0.0003250017],"domain_scores_gemma":[0.9962059,0.0004592403,0.001951568,0.0001691438,0.0003853382,0.000828729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005592061,0.00004498308,0.9900551,0.0001103883,0.00007081767,0.0002832461,0.0005719633,0.0001566907,0.00007918385,0.0001846309,0.002983235,0.005403754],"study_design_scores_gemma":[0.00001788638,0.00005444184,0.9969102,0.00006837849,0.00002104584,0.0003712139,0.0009359313,0.0002789189,0.00002132701,0.0001722777,0.001140229,0.000008193412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840997,0.002100006,0.0006465098,0.002026125,0.00005858276,0.0001477015,0.003722383,0.00003861489,0.007160333],"genre_scores_gemma":[0.9980683,0.0004032885,0.0002735235,0.0002786986,0.00003135228,0.00004322956,0.0006408629,0.000002790438,0.0002579348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2619089,"threshold_uncertainty_score":0.5207688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016610976564856,"score_gpt":0.1913277116829268,"score_spread":0.1811616019172782,"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."}}