{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005174676,0.0001033597,0.00009739312,0.000254647,0.001130136,0.0001159496,0.0002348207,0.00009933663,0.0000217674],"category_scores_gemma":[0.0006853549,0.0001096813,0.00007446921,0.0006942101,0.00008363045,0.0006630846,0.000006845139,0.0007346447,0.00006272694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001148864,"about_ca_system_score_gemma":0.004382219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001352739,"about_ca_topic_score_gemma":0.0007267921,"domain_scores_codex":[0.9974962,0.0002169103,0.0002080724,0.0002042641,0.000315568,0.001558909],"domain_scores_gemma":[0.9990654,0.0002429302,0.0001675883,0.0000841452,0.0003491646,0.00009079031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002158341,0.00006477447,0.001678425,0.000018391,0.00002919224,1.262912e-7,0.01031374,0.000004889596,0.0001780476,0.9235179,0.001181968,0.06299096],"study_design_scores_gemma":[0.0002229787,0.0002251167,0.002896778,0.00004735995,0.00002002438,0.0000139092,0.1840424,0.00003119732,0.00004493749,0.7984501,0.01383287,0.0001722996],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7484199,0.001077818,0.003476993,0.2197364,0.003272109,0.00179226,0.000005721674,0.0004550951,0.02176365],"genre_scores_gemma":[0.9896069,0.0001288963,0.0001520493,0.001045092,0.004652942,0.00008965345,0.00004526654,0.00002383538,0.004255408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2411869,"threshold_uncertainty_score":0.8692208,"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."}}