{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001770116,0.0006667261,0.0004005284,0.001587018,0.01294851,0.01348187,0.00103514,0.001344272,0.1466823],"category_scores_gemma":[0.005579764,0.0004270208,0.0006272669,0.001612229,0.002145269,0.005006819,0.008513118,0.004246153,0.04588746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003330721,"about_ca_system_score_gemma":0.00976256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01603304,"about_ca_topic_score_gemma":0.04139912,"domain_scores_codex":[0.9962727,0.0004788844,0.0001263263,0.000584735,0.001104423,0.001432884],"domain_scores_gemma":[0.9943171,0.0002533591,0.0002050532,0.0004708057,0.001579326,0.003174316],"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":[0.0001026864,0.0001647424,0.02076652,0.0003091194,0.00004152577,0.001028111,0.04142953,0.0002990197,0.001291368,0.1412851,0.5148335,0.2784488],"study_design_scores_gemma":[0.00001076133,0.00006649992,0.004080945,0.000263796,0.00001849191,0.000240442,0.01979854,0.0001553706,0.000324055,0.0101526,0.964861,0.00002744082],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04923004,0.001242579,0.008248352,0.02546337,0.00339134,0.0001850457,0.0006120702,0.001077755,0.9105495],"genre_scores_gemma":[0.4015671,0.001988379,0.005677012,0.01344815,0.0006359046,0.0001279553,0.0009206017,0.0009682509,0.5746666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1466823,"threshold_uncertainty_score":0.4907011,"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."}}