{"id":"W2417377612","doi":"10.1190/tle35020206.1","title":"Professional Development","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Professional development; Continuing education; Wish; Continuing professional development; Management; Medical education; Psychology; Pedagogy; Sociology; 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":[0.01603508,0.0006911913,0.0005905393,0.002040925,0.002575159,0.006634114,0.00250504,0.001847451,0.2593008],"category_scores_gemma":[0.04806556,0.0006340423,0.0006916371,0.001563092,0.001561076,0.002521512,0.00736576,0.004324538,0.2407151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003480949,"about_ca_system_score_gemma":0.0244589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727621,"about_ca_topic_score_gemma":0.005547383,"domain_scores_codex":[0.9828569,0.004671141,0.001127072,0.001721529,0.008271876,0.001351507],"domain_scores_gemma":[0.9308157,0.004661636,0.001485694,0.007613378,0.0397799,0.01564362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003638457,0.0001397511,0.0004604069,0.0001999242,0.000007435952,0.00006550847,0.001126717,0.00006197582,0.0007003525,0.009204793,0.6892738,0.2987231],"study_design_scores_gemma":[0.00001094361,0.0000268325,0.0004259579,0.0001512797,0.000002134129,0.0001093015,0.0003797832,0.00006690616,0.0001871081,0.001930383,0.9967032,0.000006163305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003071458,0.002498989,0.07561098,0.05075611,0.01210468,0.002562929,0.002408064,0.008318561,0.8426682],"genre_scores_gemma":[0.02098088,0.002654746,0.06564855,0.01389442,0.001089758,0.001849753,0.002798804,0.001989236,0.8890939],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2593008,"threshold_uncertainty_score":0.8674475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100651041301934,"score_gpt":0.2264582876560694,"score_spread":0.21545177724305,"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."}}