{"id":"W7135014224","doi":"10.1353/vcr.2025.a985014","title":"Contributors","year":2025,"lang":"en","type":"article","venue":"Victorian review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"category_scores_codex":[0.0006012814,0.0001438858,0.0004192593,0.00007346756,0.00005726695,0.00002347747,0.00025489,0.00004449714,0.001442676],"category_scores_gemma":[0.0006698312,0.0001204932,0.0001372791,0.001029736,0.00002698942,0.00007011925,0.00005327979,0.0001105673,0.02191544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000135702,"about_ca_system_score_gemma":0.0001069388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005294574,"about_ca_topic_score_gemma":0.00000614424,"domain_scores_codex":[0.998885,0.0001412002,0.0003337409,0.0002248647,0.0001651394,0.0002501062],"domain_scores_gemma":[0.999128,0.0000724842,0.00008298773,0.00051224,0.0001286024,0.00007561698],"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":[0.000005918472,0.00004745235,0.00168966,0.003597183,0.00009144485,0.000009951385,0.00001392707,9.556416e-8,0.0004251413,0.1241331,0.8564011,0.01358502],"study_design_scores_gemma":[0.0002256292,0.000006931243,0.0005487215,0.005683554,0.0001205001,0.000001309477,7.588501e-7,0.000001080537,0.0001133228,0.0004246946,0.9927638,0.0001096752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001605114,0.7971469,0.0002587361,0.00383155,0.002840781,0.001244205,0.00007076788,0.0005192428,0.1939273],"genre_scores_gemma":[0.2875542,0.4908839,0.001865158,0.06978708,0.00392549,0.001502293,0.0004831454,0.0005669258,0.1434319],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.306263,"threshold_uncertainty_score":0.9994701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004651147182499816,"score_gpt":0.3151136612508379,"score_spread":0.3104625140683381,"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."}}