{"id":"W2792239050","doi":"10.3205/zma001140","title":"The postgraduate medical education pathway: an international comparison","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Innovations in Medical Education","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; Concern Foundation","keywords":"Workforce; Harmonization; Political science; Medical education; Medical school; Library science; Medicine; Psychology; Law","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":[0.003471114,0.0001806259,0.0002198477,0.004042756,0.0007793008,0.002813433,0.0004923947,0.000571457,0.01073853],"category_scores_gemma":[0.01642749,0.0001128508,0.0003956039,0.006089889,0.000735398,0.002766849,0.002782018,0.0009000959,0.001342056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002048128,"about_ca_system_score_gemma":0.003791967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003818939,"about_ca_topic_score_gemma":0.005023089,"domain_scores_codex":[0.9960491,0.001440611,0.0004225647,0.0003360836,0.0008248001,0.0009269069],"domain_scores_gemma":[0.9873838,0.002068441,0.002438098,0.000476336,0.003613778,0.004019589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002928745,0.0007796608,0.5484698,0.001450452,0.0002629445,0.000769669,0.01475637,0.0006995256,0.001006062,0.03868654,0.02477256,0.3654177],"study_design_scores_gemma":[0.0001537039,0.0008406651,0.8769428,0.001124564,0.0000777054,0.001280898,0.03338526,0.0002508973,0.0003949218,0.002850958,0.08266076,0.00003697166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8396232,0.01355393,0.00150383,0.01543316,0.0008082873,0.0002509129,0.003918206,0.0001101025,0.1247984],"genre_scores_gemma":[0.9871251,0.004892584,0.0007073483,0.000953031,0.00009674397,0.00007571436,0.001917588,0.00006048058,0.004171384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01073853,"threshold_uncertainty_score":0.03592396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04545383994682138,"score_gpt":0.3775878885936906,"score_spread":0.3321340486468692,"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."}}