{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002419285,0.00009542861,0.0001783186,0.0003345447,0.0003007353,0.000009643573,0.0005240468,0.0001687001,0.00004027642],"category_scores_gemma":[0.000657459,0.00008756196,0.00003906917,0.0006170156,0.0005578343,0.00008020677,0.00008278839,0.0006194009,0.00004881801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978246,"about_ca_system_score_gemma":0.00009809346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006916634,"about_ca_topic_score_gemma":0.003627617,"domain_scores_codex":[0.9979641,0.0007580569,0.0002618368,0.0002773188,0.0001885195,0.0005501498],"domain_scores_gemma":[0.9993458,0.0003020713,0.00007653011,0.0001825896,0.00002191431,0.00007107156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004737009,0.00002549141,0.4063795,0.000007095394,0.000009933891,0.000002480304,0.3526774,0.000003904981,0.00005727873,0.00181938,0.1108676,0.1281026],"study_design_scores_gemma":[0.000181783,0.0000140726,0.142225,0.00001515714,0.000001909181,1.887923e-7,0.6895555,0.000003819353,0.000009400517,0.005334901,0.1625823,0.00007591017],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6685816,0.009358595,0.0003430988,0.2778686,0.004409672,0.0008111217,0.00001568075,0.000142827,0.03846875],"genre_scores_gemma":[0.99318,0.0006591401,0.0004254706,0.0009697798,0.0001182757,0.00004241509,0.000002091375,0.00000980706,0.004593058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3368781,"threshold_uncertainty_score":0.3570673,"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."}}