{"id":"W4403194378","doi":"10.4324/9781003506867-11","title":"Mixed Reviews","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Criminal Justice and Corrections Analysis","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00298674,0.0008483269,0.001270609,0.007235277,0.001631923,0.007613579,0.00256088,0.002723402,0.3378807],"category_scores_gemma":[0.01631639,0.0005721876,0.000987543,0.009141544,0.001060534,0.005133802,0.003327594,0.001931264,0.1513557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003409636,"about_ca_system_score_gemma":0.007986929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004601965,"about_ca_topic_score_gemma":0.009543254,"domain_scores_codex":[0.9964902,0.00101253,0.000574149,0.0003505551,0.001370059,0.0002025953],"domain_scores_gemma":[0.9906775,0.002842255,0.0007389962,0.001021036,0.004095769,0.0006245872],"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":[0.00004157231,0.0000297678,0.0001051457,0.01174181,0.00003278251,0.00009911164,0.0004137652,0.00005405478,0.0001977397,0.01812458,0.7026139,0.2665457],"study_design_scores_gemma":[0.00000391551,0.000007154681,0.00007936934,0.004325138,0.00001257652,0.00009706856,0.00009896258,0.000006694511,0.0000389548,0.00106762,0.9942585,0.000003890415],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006268863,0.3582659,0.003268195,0.01523983,0.0316311,0.0006804728,0.006806561,0.0007993863,0.5826816],"genre_scores_gemma":[0.008082356,0.4138035,0.006480979,0.01854908,0.01066205,0.001110504,0.008017268,0.00128139,0.5320128],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3378807,"threshold_uncertainty_score":0.9444328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08935773392187657,"score_gpt":0.3385914228081043,"score_spread":0.2492336888862277,"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."}}