{"id":"W2981640527","doi":"10.1097/01.aog.0000585700.01944.a5","title":"PAG as a Mandatory ObGyn Training Experience in Canada: A Needs Assessment Study","year":2019,"lang":"en","type":"article","venue":"Obstetrics and Gynecology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"","keywords":"Medicine; Phone; Obstetrics and gynaecology; Program director; Medical education; Residency training; Family medicine; Continuing education; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0003480209,0.0001543,0.0003748511,0.0005813116,0.00009119386,0.00005684924,0.0001948223,0.0001159916,0.0002152023],"category_scores_gemma":[0.0007360347,0.0001456099,0.00001951416,0.0009520306,0.00002630112,0.0002055119,0.0001883136,0.0002551888,0.0000363256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000344132,"about_ca_system_score_gemma":0.0005779581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6690935,"about_ca_topic_score_gemma":0.7278036,"domain_scores_codex":[0.9986515,0.00002799883,0.0003687041,0.0003227836,0.000189135,0.000439847],"domain_scores_gemma":[0.9988992,0.0006104206,0.0001556736,0.0002407567,0.00006906128,0.00002491623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002650184,0.00006818001,0.9242872,0.00006173048,0.00001123827,0.0001652838,0.0006036337,0.000004618726,0.00001417746,0.01399705,0.00009937758,0.06068489],"study_design_scores_gemma":[0.001545914,0.0001362823,0.6589928,0.00001842665,0.000009856582,0.000007880943,0.0597631,0.001014046,8.732172e-7,0.0004305116,0.277798,0.0002823539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867936,0.0002300999,0.000005342295,0.0005011981,0.001900326,0.0005897102,0.000001053115,0.00003531357,0.009943389],"genre_scores_gemma":[0.998252,0.00001793549,0.00001960695,0.001362068,0.00005931404,0.00008320199,0.000003166267,0.00001537781,0.0001872779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2776986,"threshold_uncertainty_score":0.5937799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02972612799868015,"score_gpt":0.2695500008813769,"score_spread":0.2398238728826967,"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."}}