{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001176272,0.00007740346,0.0000542628,0.00003090768,0.00006078909,0.000009566825,0.0001318557,0.0000251999,0.0001302132],"category_scores_gemma":[0.00001316981,0.00003857406,0.00001447998,0.00007890728,0.0000133576,0.00003967057,0.00001716694,0.00005832654,0.001480674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009478645,"about_ca_system_score_gemma":0.00002957416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.078171e-7,"about_ca_topic_score_gemma":8.265305e-7,"domain_scores_codex":[0.9995754,0.000006744494,0.000101069,0.00006565971,0.00009044372,0.0001607211],"domain_scores_gemma":[0.9997864,0.00004094196,0.000008173721,0.0001115308,0.00001303949,0.00003994758],"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":[0.000003527101,0.00006387499,0.002285028,0.00008942179,0.000103639,0.000002799457,0.006946971,0.0006503566,0.0399641,0.007273534,0.6202295,0.3223872],"study_design_scores_gemma":[0.0001286908,0.000002326521,0.01698482,0.0001091461,0.00000246552,0.00000593827,0.00003966233,0.0001299112,0.02256903,0.00008673332,0.9597717,0.0001695684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187534,0.0004897941,0.02477679,0.003757476,0.01329106,0.0003149673,0.000001978158,0.001700318,0.03691424],"genre_scores_gemma":[0.966791,0.00001340446,0.0009158536,0.00007934304,0.0001273865,0.00005001515,0.000001194711,0.00001940019,0.03200234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3395422,"threshold_uncertainty_score":0.9992968,"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."}}