{"id":"W4379471522","doi":"10.2139/ssrn.4467756","title":"Crafting an Effective Leadership Philosophy Manifesto for Education Settings","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Steel Producers Association","funders":"","keywords":"Manifesto; Political science; Engineering ethics; Sociology; Management; Psychology; Law; Engineering; Economics","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":[0.03468104,0.0004664469,0.0003042815,0.001594534,0.003053288,0.00998861,0.0009845645,0.001552171,0.008441863],"category_scores_gemma":[0.05851744,0.0004920803,0.000362987,0.001060527,0.004048514,0.011295,0.00705571,0.004708115,0.003129619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002902666,"about_ca_system_score_gemma":0.0121356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001718807,"about_ca_topic_score_gemma":0.003873961,"domain_scores_codex":[0.9829041,0.009536886,0.001238101,0.0006914828,0.004708919,0.0009204686],"domain_scores_gemma":[0.940379,0.02718206,0.004305688,0.0120311,0.01207226,0.004029942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002358602,0.001135435,0.00887657,0.001023949,0.000034601,0.0003882697,0.02785431,0.003070385,0.01720499,0.3020057,0.04348149,0.5946884],"study_design_scores_gemma":[0.0003254513,0.001408535,0.01011359,0.002475783,0.00007917086,0.0003501263,0.0409359,0.03332129,0.04391596,0.3180268,0.5487161,0.0003312989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08078658,0.0003933871,0.7718439,0.0340176,0.001906648,0.002705376,0.00069102,0.007777535,0.09987804],"genre_scores_gemma":[0.4932455,0.0002646431,0.4854247,0.001307259,0.000184492,0.001006677,0.0005878911,0.001117386,0.01686141],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03468104,"threshold_uncertainty_score":0.183413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06489746740319566,"score_gpt":0.3632918288534785,"score_spread":0.2983943614502829,"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."}}