{"id":"W2181027570","doi":"10.9778/cmajo.20140116","title":"Effect of physician specialist alternative payment plans on administrative health data in Calgary: a validation study","year":2015,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Family medicine; Payment; Medicine; Specialty; Health care; Medical emergency; Business; Finance","routes":{"ca_aff":true,"ca_fund":false,"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":[0.08599921,0.0007166007,0.0006770384,0.002324753,0.001403063,0.002553916,0.002986923,0.001323348,0.0009511798],"category_scores_gemma":[0.2695371,0.0007941126,0.001349953,0.004449056,0.002665891,0.00165987,0.003215411,0.001563138,0.0002600096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008632663,"about_ca_system_score_gemma":0.007399532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1947672,"about_ca_topic_score_gemma":0.1354329,"domain_scores_codex":[0.8925443,0.06906468,0.006014323,0.006834139,0.02280842,0.002734056],"domain_scores_gemma":[0.601491,0.2556052,0.07737965,0.03120364,0.02980463,0.00451587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000255952,0.00012689,0.9962921,0.00002208881,0.00009384465,0.00003264671,0.0006104017,0.0002179761,0.00003403985,0.00004282045,0.0002111231,0.002060156],"study_design_scores_gemma":[0.00004918373,0.0002880577,0.9969594,0.00004541348,0.00004870426,0.00006309668,0.0004603424,0.001576071,0.00008029983,0.0000265662,0.0003933942,0.000009536173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972413,0.0002173382,0.0005356227,0.0002333992,0.00001477634,0.0002553784,0.0006341111,0.00001546767,0.0008526423],"genre_scores_gemma":[0.9968039,0.0001183835,0.001010177,0.0002010753,0.00001661728,0.0001571099,0.001491383,0.00001612189,0.0001852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8052328,"threshold_uncertainty_score":0.4548127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2729595159955827,"score_gpt":0.4304898868656773,"score_spread":0.1575303708700946,"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."}}