{"id":"W2951302939","doi":"10.18502/ijph.v48i5.1805","title":"Factors Associated with Dual Practice in Surgery Specialists: Application of Multi-Level Analysis on National Registry Data","year":2019,"lang":"en","type":"article","venue":"Iranian Journal of Public Health","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; Logistic regression; Family medicine; Private practice; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.008600869,0.0003000771,0.0006553293,0.003265827,0.0006564116,0.001032179,0.0007860295,0.0003615023,0.00182632],"category_scores_gemma":[0.0174362,0.0003556008,0.001780037,0.003567199,0.000279253,0.0007667639,0.001610289,0.0009949171,0.0002545053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007812674,"about_ca_system_score_gemma":0.002029994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0135771,"about_ca_topic_score_gemma":0.01400736,"domain_scores_codex":[0.9919184,0.00370487,0.001517052,0.00109876,0.001146488,0.0006143892],"domain_scores_gemma":[0.9847466,0.005345616,0.005890733,0.00174148,0.001531558,0.0007440735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000334646,0.00003047442,0.9977431,0.00003320851,0.0001223146,0.00002410578,0.0001242123,0.0001014583,0.00003305309,0.00003824603,0.0002139404,0.001502371],"study_design_scores_gemma":[0.00001384644,0.0001362796,0.9941735,0.00005859394,0.0001818346,0.0001373959,0.0009372612,0.003404229,0.0001319572,0.0001038421,0.0007083451,0.00001290246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909676,0.0002648711,0.002927372,0.0003025506,0.00002367863,0.0002848628,0.004225277,0.00003132184,0.0009724791],"genre_scores_gemma":[0.9938105,0.00009127826,0.003109693,0.00003353014,0.00001449257,0.00033524,0.002435135,0.000007702914,0.0001625717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135771,"threshold_uncertainty_score":0.04548633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3600584066268919,"score_gpt":0.4153690097927141,"score_spread":0.0553106031658222,"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."}}