{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002418317,0.00008188316,0.00009635112,0.0001026501,0.0002025171,0.00001284708,0.0001804695,0.00007145344,0.001256185],"category_scores_gemma":[0.00006212788,0.00006438758,0.00004597401,0.000217505,0.0001176473,0.0003567796,0.00001489269,0.00004068073,0.0002448774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114449,"about_ca_system_score_gemma":0.005243447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004663587,"about_ca_topic_score_gemma":0.00003838656,"domain_scores_codex":[0.9989667,0.00005221821,0.0002248157,0.0002006449,0.0003999899,0.0001556237],"domain_scores_gemma":[0.9990565,0.00005163353,0.0002074444,0.0001858496,0.0003887443,0.0001098725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003621822,0.001786374,0.01465018,0.00004428433,0.00001741653,2.806931e-8,0.03710517,4.598026e-8,0.0003373293,0.7189074,0.09494324,0.1321724],"study_design_scores_gemma":[0.0003069182,0.00002981482,0.02790592,0.0003493949,0.000009958225,3.25578e-7,0.002578527,6.684598e-8,0.001395132,0.2911345,0.6760997,0.0001897852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2307521,0.0009995612,0.00008046757,0.2876103,0.008187888,0.0006347341,0.000007918552,0.00006002781,0.471667],"genre_scores_gemma":[0.9675717,0.0002869958,0.0006313825,0.0009182183,0.001315804,0.0001605793,0.000006247719,0.000008322407,0.02910078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7368196,"threshold_uncertainty_score":0.9996568,"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."}}