{"id":"W4315479125","doi":"10.3389/fpsyg.2022.1096151","title":"The role of diverse leadership styles in teaching to sustain academic excellence at secondary level","year":2023,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Excellence; Psychology; Leadership style; Mathematics education; Pedagogy; Medical education; Social psychology; Epistemology","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":[0.002884512,0.0001783927,0.0002129379,0.0008193615,0.001013797,0.001929437,0.0002456159,0.0002019834,0.001031423],"category_scores_gemma":[0.007394949,0.0001069898,0.0002353547,0.0005930628,0.001044723,0.0005206026,0.00112752,0.0006395269,0.0001436422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006398601,"about_ca_system_score_gemma":0.001268392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009965963,"about_ca_topic_score_gemma":0.003451304,"domain_scores_codex":[0.9972826,0.001317589,0.0001446478,0.0001449759,0.0007150826,0.0003949681],"domain_scores_gemma":[0.9923798,0.002190111,0.001502368,0.0003580551,0.0009786121,0.002591084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008421535,0.000298777,0.8710437,0.0001124796,0.0000884321,0.0002506947,0.009930312,0.000334108,0.00212802,0.002284964,0.0004266138,0.1130176],"study_design_scores_gemma":[0.000015532,0.0004037654,0.9818044,0.00006010338,0.00002108296,0.0003204381,0.01291135,0.0004766186,0.0004468155,0.002102003,0.001420826,0.00001716902],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917846,0.0002055986,0.0006051025,0.000274658,0.00001524788,0.00002315553,0.00001329685,0.000007008363,0.007071422],"genre_scores_gemma":[0.999488,0.00005740386,0.0002383912,0.00002317282,0.000005038936,0.00000330263,0.000004402798,9.780895e-7,0.0001793232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002884512,"threshold_uncertainty_score":0.01525491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2005479147691041,"score_gpt":0.4311957700315787,"score_spread":0.2306478552624746,"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."}}