{"id":"W4245880595","doi":"10.1080/00071005.2011.553516","title":"Reviews","year":2011,"lang":"en","type":"article","venue":"British Journal of Educational Studies","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Sociology","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":[0.0009209117,0.00009060523,0.0003358556,0.00008942929,0.0001580596,0.00002367432,0.0002116107,0.00001861834,0.001553463],"category_scores_gemma":[0.002743222,0.00009111984,0.0001568348,0.0001913761,0.0001506905,0.0002986076,0.00003687005,0.0001603538,0.0009342869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001149745,"about_ca_system_score_gemma":0.0001526054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005509648,"about_ca_topic_score_gemma":0.0000753773,"domain_scores_codex":[0.9987433,0.0001110722,0.0006423104,0.00009213679,0.0002596085,0.0001516018],"domain_scores_gemma":[0.9981606,0.0001526221,0.0006032185,0.0000709322,0.0009232762,0.0000893349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002537807,0.0005021133,0.01566599,0.00003820773,0.0003531057,0.00003778645,0.00236352,4.30151e-7,0.0000899385,0.00324516,0.9609749,0.01670342],"study_design_scores_gemma":[0.0005427532,0.0001436433,0.561739,0.00140359,0.0001704651,0.009160033,0.002187407,1.293793e-7,0.0001487785,0.02995055,0.3942808,0.0002728662],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3145641,0.651743,0.00000668521,0.001016092,0.001997077,0.0001828383,0.00002069929,0.000009102427,0.03046043],"genre_scores_gemma":[0.901451,0.07482373,0.0158531,0.000572634,0.002593831,0.00003637599,0.000004057608,0.00006068247,0.004604595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5868869,"threshold_uncertainty_score":0.9998436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921794514925547,"score_gpt":0.3795595658615878,"score_spread":0.1873801143690331,"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."}}