{"id":"W1556017376","doi":"10.21225/d5k89j","title":"Best Practices in Continuing, Professional, and Higher Education","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Continuing education; Continuing professional development; Medical education; Psychology; Professional development; Pedagogy; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001105327,0.00005861949,0.0001153666,0.0004669133,0.0001948035,0.00009842862,0.0001597293,0.00008281982,0.0001216582],"category_scores_gemma":[0.0007088626,0.00006675746,0.00002556454,0.0002588834,0.0001005967,0.0006005878,0.000005026922,0.0001554594,0.000006971949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245629,"about_ca_system_score_gemma":0.004208121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.10396,"about_ca_topic_score_gemma":0.1104828,"domain_scores_codex":[0.9990309,0.0004302282,0.00017017,0.00009382537,0.0001136629,0.0001611743],"domain_scores_gemma":[0.9983497,0.0001634905,0.0006127745,0.00007437195,0.0004254527,0.0003742296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001714871,0.0001506102,0.428577,0.00003882285,0.00001257863,0.00000254264,0.1808936,0.000001125194,0.00008029645,0.1569021,0.03120641,0.2021177],"study_design_scores_gemma":[0.0001207902,0.00001602926,0.08949895,0.0003504399,0.00001356209,0.000004453551,0.1069918,5.11659e-7,0.000002130151,0.0003078481,0.8026261,0.00006733924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9451846,0.0005052583,0.000003529218,0.01028157,0.002883756,0.0001077905,0.000001013862,0.000003314279,0.04102909],"genre_scores_gemma":[0.950135,0.00005691629,0.0001713651,0.0001599409,0.000808209,4.241012e-7,0.000001728638,0.000004438579,0.04866201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7714197,"threshold_uncertainty_score":0.9057486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03190906813365997,"score_gpt":0.3322990982925884,"score_spread":0.3003900301589284,"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."}}