{"id":"W3011951902","doi":"10.20343/teachlearninqu.8.1.14","title":"A self-defined professional development approach for current and aspiring educational developers","year":2020,"lang":"en","type":"article","venue":"Teaching & Learning Inquiry The ISSOTL Journal","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Professionalization; Professional development; Field (mathematics); Plan (archaeology); Engineering ethics; Work (physics); Psychology; Computer science; Pedagogy; Knowledge management; Sociology; Engineering","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":[0.0755011,0.0004418506,0.0003757227,0.003400203,0.007208972,0.00955351,0.002491178,0.00202349,0.004026785],"category_scores_gemma":[0.07878899,0.0008176332,0.0005422697,0.001271118,0.008329194,0.01002099,0.01379964,0.004207212,0.001935054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006572074,"about_ca_system_score_gemma":0.03025792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001573005,"about_ca_topic_score_gemma":0.004907731,"domain_scores_codex":[0.9540652,0.03072255,0.002871272,0.003463577,0.007057284,0.001820007],"domain_scores_gemma":[0.8819775,0.04286692,0.006299224,0.01835999,0.03128989,0.01920644],"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":[0.00009961773,0.002003906,0.02681386,0.0005646335,0.00003483946,0.0005261867,0.334326,0.001029687,0.006793826,0.1317512,0.01585898,0.4801972],"study_design_scores_gemma":[0.0003502881,0.00142768,0.01620179,0.002299881,0.00006476335,0.002113976,0.2623744,0.01442365,0.0131721,0.1674393,0.519805,0.00032725],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2206869,0.0004343891,0.6598337,0.02680258,0.0004389228,0.005142116,0.00007815508,0.001651909,0.08493132],"genre_scores_gemma":[0.4446242,0.0002268928,0.5260127,0.001836639,0.00004729851,0.002795756,0.00009114826,0.0002554234,0.02411],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0755011,"threshold_uncertainty_score":0.3992928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09706455383169832,"score_gpt":0.4239081199359719,"score_spread":0.3268435661042736,"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."}}