{"id":"W4390270694","doi":"10.29173/ijll35","title":"In Service of Others – Connected Leadership in a Post-Secondary Context","year":2023,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Pedagogy; Sociology; Shared leadership; Public relations; Context (archaeology); Autonomy; Educational leadership; Leadership style; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0015461,0.0001395085,0.0002584766,0.001195943,0.00004045568,0.00003131689,0.0004357898,0.000150736,0.0007588455],"category_scores_gemma":[0.0003754395,0.000147952,0.00008930745,0.0006140066,0.00006514058,0.0003144306,0.00002571804,0.001015378,0.0001472762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002688897,"about_ca_system_score_gemma":0.0001926871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009981826,"about_ca_topic_score_gemma":0.0045205,"domain_scores_codex":[0.9978504,0.0003169014,0.0006705062,0.0002524512,0.0003196612,0.0005900483],"domain_scores_gemma":[0.9986729,0.0007249862,0.0002698168,0.00008584699,0.0001666569,0.0000797934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.008191712,0.000902013,0.4801613,0.0008195382,0.0003262038,0.001734202,0.2840882,0.007651665,0.01498891,0.01040475,0.003185495,0.1875461],"study_design_scores_gemma":[0.01023973,0.0006282009,0.3252985,0.001608053,0.000007661769,0.0003602626,0.6519374,0.001681675,0.0007551918,0.001274316,0.005836373,0.0003726508],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720153,0.0004291094,0.00002758759,0.02316077,0.001823038,0.0002889208,0.000009402498,0.00002506726,0.002220802],"genre_scores_gemma":[0.9918081,0.00002781182,0.00003548417,0.004575273,0.000155008,0.00003651359,0.00002543235,0.00002886442,0.003307484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3678492,"threshold_uncertainty_score":0.8308825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.252900845971054,"score_gpt":0.4319996781064742,"score_spread":0.1790988321354202,"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."}}