{"id":"W2757268992","doi":"","title":"A Brief Response","year":2003,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Obligation; Multitude; Dialog box; Political science; Public relations; Work (physics); Order (exchange); Law; Sociology; Psychology; Engineering; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004190243,0.0000836742,0.00009639739,0.0002861493,0.0001327215,0.00005837228,0.0000917999,0.00006558684,0.00857453],"category_scores_gemma":[0.0007205995,0.00007568214,0.00004521536,0.0002195413,0.0001045714,0.00008727793,0.00000113666,0.0001327902,0.00007965126],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007763485,"about_ca_system_score_gemma":0.006668009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005786436,"about_ca_topic_score_gemma":0.0007148802,"domain_scores_codex":[0.9991084,0.0002180859,0.0002936176,0.0001074478,0.00009341588,0.00017904],"domain_scores_gemma":[0.9985709,0.0003418187,0.0001569958,0.00009064066,0.0001695173,0.0006701437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000970824,0.000119963,0.03144567,0.000002477377,0.00003241531,0.000009583052,0.001274291,4.112741e-7,0.00003577788,0.928667,0.03749382,0.0008215163],"study_design_scores_gemma":[0.0002775562,0.0002560207,0.5593074,0.000008641121,0.000007520413,0.000932197,0.000620114,7.3301e-8,0.00001469502,0.03012935,0.4083662,0.00008018059],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.804794,0.00050848,0.00001995385,0.07778796,0.001112375,0.00006744252,0.00002674401,0.000001694593,0.1156814],"genre_scores_gemma":[0.9796911,0.000005602662,0.0003931884,0.003121321,0.0004960346,0.000006624127,0.000007559615,0.000005932993,0.01627256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8985376,"threshold_uncertainty_score":0.9989632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04509381564784636,"score_gpt":0.4131800295617064,"score_spread":0.36808621391386,"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."}}