{"id":"W2953283839","doi":"10.11575/prism/5374","title":"What are the factors influencing Canadian-trained residents’ choice of pursuing the subspecialty of Maternal-Fetal Medicine?","year":2017,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subspecialty; Medicine; Maternal-fetal medicine; Medical education; Family medicine; Psychology; Pregnancy; Biology; Obstetrics and gynaecology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002487604,0.0001791955,0.0002243248,0.0009144354,0.004996669,0.002286876,0.001068027,0.0009208872,0.003653901],"category_scores_gemma":[0.01348104,0.0002796495,0.0003310987,0.001643444,0.002627538,0.0006999386,0.001276876,0.001193138,0.0002355945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02478494,"about_ca_system_score_gemma":0.06527037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9246705,"about_ca_topic_score_gemma":0.9732867,"domain_scores_codex":[0.9973025,0.0004265806,0.00009827979,0.000153611,0.001019157,0.0009997892],"domain_scores_gemma":[0.9893917,0.001652047,0.001898826,0.00009113745,0.002622784,0.004343621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002032736,0.0001637397,0.8191964,0.0004851386,0.00007265148,0.00103155,0.1090456,0.0002268073,0.001185361,0.001357152,0.01171345,0.05531889],"study_design_scores_gemma":[0.0000143565,0.0001038394,0.7430697,0.0003770712,0.00003337021,0.0005047637,0.2417498,0.0003674282,0.0002609802,0.0002556687,0.01318514,0.00007792748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855645,0.001041819,0.0001140025,0.008048762,0.00006072245,0.00002785442,0.0001482767,0.000006570914,0.004987508],"genre_scores_gemma":[0.9962903,0.001150346,0.0003351661,0.0009396094,0.00001691894,0.00001094385,0.00008138605,0.000003576917,0.00117183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07532948,"threshold_uncertainty_score":0.1798282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1252858480481086,"score_gpt":0.4691833191352572,"score_spread":0.3438974710871486,"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."}}