{"id":"W3123958674","doi":"","title":"Does Conceptual Decision-Making Style Make School Principal An Efficient Reforms Promoter","year":2015,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"ROWE; Style (visual arts); Principal (computer security); Set (abstract data type); Political science; Scale (ratio); Public relations; Public administration; Psychology; Management; Economics; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009064175,0.0002812791,0.0004379259,0.0004407648,0.0005961533,0.0005650057,0.001289388,0.0005979311,0.0007761226],"category_scores_gemma":[0.003563131,0.0002162847,0.0001320827,0.0001854926,0.001060432,0.0001673331,0.000746162,0.002158378,0.00004840386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003130179,"about_ca_system_score_gemma":0.004045201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004497076,"about_ca_topic_score_gemma":0.004950617,"domain_scores_codex":[0.995619,0.0008003049,0.0006862837,0.001058968,0.0007773641,0.001058105],"domain_scores_gemma":[0.997182,0.0005468742,0.0002460638,0.0009915085,0.0003455152,0.0006880293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001402965,0.0006090545,0.01560522,0.00005232422,0.00007395408,0.00003073229,0.1817759,0.006913051,0.000008705271,0.004532978,0.00006902628,0.7901887],"study_design_scores_gemma":[0.001790661,0.0002982025,0.02580917,0.001582323,0.00002370486,0.000006853183,0.6433511,0.01555504,0.00002283972,0.01529776,0.2943562,0.00190613],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.787536,0.00003766161,0.000008314581,0.0005406997,0.001230748,0.0008758148,0.00002670636,0.0000905666,0.2096535],"genre_scores_gemma":[0.9927853,0.0002610628,0.002813241,0.0001024079,0.0009854353,0.0001668572,0.00003404896,0.00005685908,0.002794834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7882826,"threshold_uncertainty_score":0.9377197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08474705000024883,"score_gpt":0.416987911175541,"score_spread":0.3322408611752922,"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."}}