{"id":"W6922565983","doi":"10.13140/rg.2.2.36759.65447","title":"Leadership development experiences of department chairs at a Canadian university","year":2021,"lang":"en","type":"article","venue":"","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Leadership development; Work (physics); Workforce development; Government (linguistics); Professional development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007928754,0.0005768506,0.000782038,0.001652511,0.04703517,0.01000078,0.003396241,0.002351685,0.01048825],"category_scores_gemma":[0.01378264,0.0008108106,0.0005905525,0.00206148,0.006909045,0.001772397,0.00789051,0.009265072,0.001071595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07465328,"about_ca_system_score_gemma":0.1655357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7991033,"about_ca_topic_score_gemma":0.9612182,"domain_scores_codex":[0.9805754,0.004105942,0.0002303272,0.0005619958,0.002553918,0.01197247],"domain_scores_gemma":[0.9274623,0.002103215,0.001394583,0.0002491109,0.009881171,0.05890962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006163418,0.001266419,0.06951163,0.000257211,0.00006417745,0.002782111,0.7879417,0.0002499051,0.002302417,0.005540172,0.08747502,0.04199286],"study_design_scores_gemma":[0.00003266203,0.0002163207,0.02749955,0.0001266545,0.00001242708,0.0001544191,0.9020393,0.00007808718,0.0002413735,0.0001911694,0.06935245,0.00005557598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276039,0.00157577,0.0003861442,0.02419743,0.001507545,0.00028467,0.0002696996,0.00005935543,0.0441155],"genre_scores_gemma":[0.9645929,0.0008120284,0.0003298638,0.005107763,0.0001172915,0.00006831936,0.0001169945,0.00004214629,0.02881279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7991033,"threshold_uncertainty_score":0.5416501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2519513079957801,"score_gpt":0.3926789805363831,"score_spread":0.1407276725406029,"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."}}