{"id":"W7165809804","doi":"10.1353/vcr.2025.a993447","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004062246,0.0009376393,0.0009422083,0.004125399,0.001422226,0.003878315,0.001560179,0.002170487,0.4213885],"category_scores_gemma":[0.02307796,0.0004286235,0.0005081206,0.001563354,0.0006589241,0.001643872,0.003130927,0.00276749,0.282397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003505888,"about_ca_system_score_gemma":0.008521357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006269991,"about_ca_topic_score_gemma":0.01339986,"domain_scores_codex":[0.9966041,0.0006840063,0.0001557277,0.0003832697,0.001759107,0.0004137333],"domain_scores_gemma":[0.9870573,0.001064499,0.0006410181,0.0008023352,0.007518679,0.002916171],"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":[0.00002264834,0.000005204608,0.00004084597,0.0001436811,0.00000231321,0.00002681116,0.00001883357,0.000008691386,0.00004918355,0.001219219,0.9696208,0.02884194],"study_design_scores_gemma":[0.000005253414,0.000001920764,0.00004355564,0.0001141027,0.000001872114,0.000030489,0.00001823734,0.000005350749,0.00001832928,0.0002118191,0.9995473,0.000001608504],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007674845,0.06631295,0.003353194,0.10874,0.2182945,0.001466035,0.007623606,0.002138254,0.5913039],"genre_scores_gemma":[0.002564952,0.01421591,0.001356558,0.02863036,0.01529477,0.0006146875,0.002279235,0.0005197099,0.9345238],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5786115,"threshold_uncertainty_score":0.8253191,"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."}}