{"id":"W2000079128","doi":"10.4236/health.2014.619301","title":"Obesity and the Demand for Canadian Physician Services","year":2014,"lang":"en","type":"article","venue":"Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Obesity; Medicine; Latent class model; Community health; Sample (material); Family medicine; Public health; Nursing; Mathematics; Statistics","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":[0.001653323,0.00003962571,0.0001220067,0.00001503058,0.001780803,0.00004903267,0.00008749101,0.00002930967,0.000007068132],"category_scores_gemma":[0.00004824357,0.00002742278,0.00002079928,0.00004873428,0.0001036405,0.00004850783,0.000006896876,0.00004289791,0.000004976642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007486306,"about_ca_system_score_gemma":0.000507015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9083887,"about_ca_topic_score_gemma":0.9813753,"domain_scores_codex":[0.9991422,0.0001912089,0.00009117891,0.00008505747,0.00008094389,0.0004094576],"domain_scores_gemma":[0.9992434,0.0002744808,0.00004036302,0.00007435368,0.00002393513,0.0003434422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000102843,0.000006845129,0.05079083,0.0004411391,0.000003954994,6.594259e-8,0.02125609,8.472699e-7,1.273264e-8,0.9004021,0.005921045,0.02116678],"study_design_scores_gemma":[0.0003751521,0.0000140501,0.2141724,0.00002667119,0.000002517352,7.446905e-8,0.003831928,0.0002094876,1.612734e-7,0.01063717,0.7706844,0.00004606542],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3548489,0.001878937,0.0002662259,0.6031917,0.000724961,0.001551179,0.00003466419,0.0000554434,0.037448],"genre_scores_gemma":[0.9005023,0.0002973886,0.00008198719,0.098483,0.0003269994,0.0000165498,0.000001969287,0.000003477764,0.0002863729],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8897649,"threshold_uncertainty_score":0.9995188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696444194058834,"score_gpt":0.3265262599332796,"score_spread":0.3095618179926913,"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."}}