{"id":"W4386195514","doi":"10.22492/issn.2758-0962.2023.11","title":"Understanding the Current Context of Leadership Development Through Dietetic Education in Canada","year":2023,"lang":"en","type":"article","venue":"The Paris Conference on Education, official conference proceedings","topic":"Dietetics, Nutrition, and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Leadership development; Neuroleadership; Educational leadership; Leadership studies; Curriculum; Context (archaeology); Shared leadership; Transactional leadership; Leadership style; Medical education; Engineering ethics; Psychology; Political science; Public relations; Pedagogy; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001084818,0.0003071072,0.0003763111,0.0002176577,0.001095178,0.00007217815,0.0006775907,0.0001162756,0.000209014],"category_scores_gemma":[0.0005623335,0.0002269972,0.0000476547,0.0009677187,0.0002508795,0.0002284829,0.00008079516,0.0008884877,0.0001456021],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001753008,"about_ca_system_score_gemma":0.0517132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1350392,"about_ca_topic_score_gemma":0.3608596,"domain_scores_codex":[0.996994,0.0001975503,0.001021994,0.0004381849,0.000628,0.00072029],"domain_scores_gemma":[0.9970227,0.0005779336,0.000650771,0.0003057197,0.001317094,0.0001257791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001711924,0.0007715221,0.1278436,0.001734142,0.00005151584,1.112591e-7,0.3184345,0.00000900035,0.0001050589,0.3279057,0.145374,0.07759963],"study_design_scores_gemma":[0.000311,0.00005449547,0.0917326,0.002436754,0.00004074056,4.501856e-7,0.8638178,0.0002526705,0.0002278394,0.02677051,0.01401283,0.000342294],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9021676,0.0007163999,0.0005884042,0.05906048,0.00943308,0.00273232,0.00002365198,0.0001390065,0.02513913],"genre_scores_gemma":[0.9954495,0.0008615473,0.00005385038,0.001268263,0.0004787419,0.0005628731,0.0000885367,0.00002951687,0.001207181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5453833,"threshold_uncertainty_score":0.9536627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3975459934361795,"score_gpt":0.4195365381197919,"score_spread":0.02199054468361239,"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."}}