{"id":"W2892021733","doi":"10.23889/ijpds.v3i4.842","title":"Patient-Physician Relational Continuity and Health System Utilization Among Albertans","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Emergency department; Medicine; Health care; Continuity of care; Population; Ambulatory care; Multivariate analysis; Family medicine; Disease; Primary care; Nursing; Environmental health","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002400213,0.0001160911,0.0001941655,0.0002886072,0.002560046,0.0001020964,0.0006695195,0.00006802002,0.0000516476],"category_scores_gemma":[0.0005034606,0.000102714,0.00003176375,0.0002708026,0.0002279591,0.002561246,0.000365614,0.0002622292,0.00002650413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001080637,"about_ca_system_score_gemma":0.001260126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095132,"about_ca_topic_score_gemma":0.001690743,"domain_scores_codex":[0.9973679,0.0001328137,0.000843455,0.0003950376,0.0008614463,0.0003993927],"domain_scores_gemma":[0.9969892,0.0002162593,0.0008704191,0.0003286147,0.00135494,0.0002406043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001197509,0.00004547166,0.7545099,0.00007963501,0.00003847942,0.000001970217,0.001901416,0.00001361132,0.00005677744,0.1310638,0.04101192,0.07115718],"study_design_scores_gemma":[0.0006651758,0.0001190382,0.8876832,0.0002324261,0.00001067627,0.00001893755,0.0008896987,0.01302132,0.000007411643,0.001294492,0.09591377,0.0001438145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.803257,0.0004038419,0.08751001,0.04415876,0.0393723,0.003647437,0.002543195,0.0003241934,0.01878322],"genre_scores_gemma":[0.9879326,0.00003748267,0.003460168,0.006248674,0.001366998,0.00001657461,0.0006598305,0.00001343013,0.0002642536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1846755,"threshold_uncertainty_score":0.9987385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1871541069187173,"score_gpt":0.5035659731593921,"score_spread":0.3164118662406748,"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."}}