{"id":"W4391353435","doi":"10.1177/10526846241230760","title":"Introduction 34_2","year":2024,"lang":"en","type":"article","venue":"Journal of School Leadership","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001078878,0.0000773238,0.0002336979,0.0003514371,0.00004938765,0.0001987415,0.0001554382,0.00004562626,0.01278447],"category_scores_gemma":[0.0002095126,0.00007539675,0.0001645326,0.0001893941,0.00006075459,0.0006006298,0.00001814753,0.0002459517,0.02382537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001338273,"about_ca_system_score_gemma":0.00002861467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004488724,"about_ca_topic_score_gemma":5.300388e-7,"domain_scores_codex":[0.9990788,0.000007043421,0.0005186325,0.0001847257,0.00003580635,0.0001749572],"domain_scores_gemma":[0.9995329,0.00002764757,0.0002027168,0.0001129321,0.0000341147,0.00008965069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001215998,0.00001524375,0.001053507,0.00003862724,0.0001147897,0.00001385932,0.0003662171,0.00004685819,0.00002278367,0.08773302,0.9098216,0.0007613081],"study_design_scores_gemma":[0.0001842096,0.00005095913,0.001406336,0.00003618054,0.00001253101,0.00005496233,0.002467464,0.000144638,0.00005303476,0.007550523,0.9879276,0.0001116265],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04842648,0.09450946,0.004284027,0.1594686,0.07965212,0.0002690605,0.0001348368,0.0001614697,0.6130939],"genre_scores_gemma":[0.7176436,0.0004356861,0.0006079309,0.0004107288,0.005741992,0.000001522996,0.000001195511,0.00001895613,0.2751384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6692171,"threshold_uncertainty_score":0.988118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556787159706737,"score_gpt":0.2410108471793671,"score_spread":0.08533213120869346,"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."}}