{"id":"W2910500816","doi":"10.47925/2016.402","title":"Is Professional Education a “Double Challenge?”","year":2016,"lang":"en","type":"article","venue":"Philosophy of education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Medical education; Psychology; 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":[0.02871293,0.0004779732,0.001052533,0.001857407,0.009222549,0.0220713,0.002239927,0.01609043,0.01185508],"category_scores_gemma":[0.03344693,0.000468975,0.0006143469,0.001683746,0.05490996,0.02696062,0.0131532,0.01855304,0.002385426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008046388,"about_ca_system_score_gemma":0.02815441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0030512,"about_ca_topic_score_gemma":0.003541754,"domain_scores_codex":[0.9757882,0.01222376,0.0005376334,0.002057828,0.006146411,0.003246201],"domain_scores_gemma":[0.964795,0.01240379,0.00169623,0.003603449,0.005990259,0.01151128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001067571,0.00005050928,0.0003233792,0.00005127304,0.000009559886,0.00003111122,0.00203662,0.00005655374,0.00005632767,0.936023,0.04353623,0.01781464],"study_design_scores_gemma":[0.00002569091,0.00003102138,0.0004623208,0.0001638562,0.000005825338,0.00009025649,0.005469026,0.0002227122,0.00009742185,0.8365653,0.1568436,0.00002305867],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00608257,0.003403783,0.006292608,0.9122699,0.004760379,0.00001589007,0.00002046578,0.00005289912,0.06710158],"genre_scores_gemma":[0.6528574,0.00439947,0.005750204,0.2800008,0.01125881,0.0001207817,0.00006271722,0.0001332341,0.0454165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02871293,"threshold_uncertainty_score":0.1518503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05051843854009182,"score_gpt":0.3750396661185903,"score_spread":0.3245212275784985,"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."}}