{"id":"W2939184692","doi":"10.7282/t3-pv8t-xe25","title":"Leading from the top","year":2018,"lang":"en","type":"article","venue":"Rutgers University Community Repository (Rutgers University)","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; American Educational Research Association","keywords":"State (computer science); Political science; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006455138,0.00020684,0.0002152293,0.00028836,0.009378629,0.0001749789,0.001810693,0.0002069904,0.0003457193],"category_scores_gemma":[0.0001240407,0.0002305635,0.0001728562,0.001308291,0.001604564,0.0006940314,0.0003565832,0.000721682,0.0001887915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009241922,"about_ca_system_score_gemma":0.001097214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02656974,"about_ca_topic_score_gemma":0.0000737759,"domain_scores_codex":[0.9966956,0.001994995,0.0001485024,0.0003001137,0.0003891968,0.0004716183],"domain_scores_gemma":[0.9975244,0.0008064721,0.0001755167,0.0008097115,0.0003479366,0.0003360052],"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":[0.000606298,0.0009861278,0.125082,0.00002346974,0.001214403,0.0002065063,0.6846449,0.00002622838,0.05560948,0.01394144,0.1058613,0.01179791],"study_design_scores_gemma":[0.003365438,0.0003134781,0.01083248,0.0002719036,0.0005554118,0.00000505463,0.0727979,0.0000301949,0.1069876,0.001772973,0.8009092,0.002158281],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06668475,0.00002892891,0.00044714,0.002440714,0.001071066,0.0002316634,0.00001345902,0.0002800541,0.9288023],"genre_scores_gemma":[0.9749259,0.00006620868,0.0005940405,0.0004002653,0.0003983627,6.820262e-8,0.00002310265,0.00001374748,0.0235783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9082412,"threshold_uncertainty_score":0.9919111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200662843866178,"score_gpt":0.2375029289906894,"score_spread":0.2174366446040716,"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."}}