{"id":"W2097035321","doi":"10.1007/s12186-015-9133-4","title":"ePortfolios: Enhancing Professional Learning of Vocational Educators","year":2015,"lang":"en","type":"article","venue":"Vocations and Learning","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workers Compensation Board of Alberta","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Vocational education; Professional development; Professional learning community; Context (archaeology); Professional studies; Psychology; Pedagogy; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006099781,0.0002508374,0.00016705,0.0003659171,0.000549645,0.001064338,0.0007158442,0.0004368417,0.01651442],"category_scores_gemma":[0.002105784,0.0001037054,0.0002448285,0.0001960017,0.0003100448,0.0008126748,0.002091143,0.0008319673,0.00212997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585886,"about_ca_system_score_gemma":0.001131189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006426144,"about_ca_topic_score_gemma":0.002043425,"domain_scores_codex":[0.9997004,0.00008352361,0.000009846975,0.00004826307,0.0001034224,0.00005449518],"domain_scores_gemma":[0.9990579,0.0003472843,0.00006005478,0.00007253267,0.00007444374,0.0003877709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000754395,0.01180314,0.0039524,0.0004779894,0.00002413921,0.0003962791,0.005010531,0.0003650767,0.009407016,0.004042295,0.01758605,0.9461806],"study_design_scores_gemma":[0.003817399,0.01738714,0.0998922,0.001661243,0.0005955222,0.003861914,0.02586913,0.005841143,0.06023817,0.02552718,0.7551541,0.0001548568],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8416475,0.001080546,0.02992241,0.003315239,0.0009414459,0.0006188115,0.0005697715,0.002856964,0.1190473],"genre_scores_gemma":[0.7670912,0.001756163,0.07229313,0.001620637,0.0002126604,0.0005408946,0.0006818408,0.0003046475,0.1554989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01651442,"threshold_uncertainty_score":0.05524623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954501588176688,"score_gpt":0.3922986310229868,"score_spread":0.3527536151412199,"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."}}