{"id":"W4390711254","doi":"10.33373/dms.v12i3.5630","title":"PERSEPSI GURU TERHADAP KEPEMIMPINAN TRANSFORMASI SEKOLAH DAN KEMANJURAN KOLEKTIF GURU SEBAGAI PREDIKTOR ATAS KUALITAS PENGAJARAN DI KOTA BATAM","year":2023,"lang":"id","type":"article","venue":"JURNAL DIMENSI","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Mathematics; Art","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002371412,0.0009034044,0.001110952,0.0004505366,0.002753321,0.0005349702,0.001088805,0.0006460386,0.0009217504],"category_scores_gemma":[0.0005253182,0.0008608872,0.0007363984,0.002037774,0.001087744,0.0009942899,0.0002723561,0.00138972,0.001488195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006188141,"about_ca_system_score_gemma":0.0008390449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006390043,"about_ca_topic_score_gemma":0.0008647136,"domain_scores_codex":[0.9925381,0.0009385009,0.001420295,0.001198704,0.001865225,0.002039159],"domain_scores_gemma":[0.9968315,0.000601489,0.0005064154,0.0008262001,0.0004865751,0.0007477872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002443681,0.0008177243,0.03243868,0.000647485,0.001469292,0.0001417774,0.5412601,0.00002690733,0.003547872,0.01522436,0.3957342,0.008447238],"study_design_scores_gemma":[0.002025291,0.0005699123,0.1764618,0.0005457025,0.0005604127,0.00002973368,0.2929325,0.0002711198,0.0007138378,0.000480633,0.5238332,0.001575879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691399,0.001462093,0.000008069628,0.02586765,0.007116017,0.001238506,0.0002679006,0.0005401808,0.09435969],"genre_scores_gemma":[0.9407924,0.003666572,0.00004831249,0.00153372,0.001946785,0.00008404865,0.0002639995,0.0001214432,0.05154272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2483276,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054033964971387,"score_gpt":0.3306819356322688,"score_spread":0.2901415959825549,"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."}}