{"id":"W4238694675","doi":"10.1017/s1049096519000684","title":"Books by Our Readers","year":2019,"lang":"en","type":"article","venue":"PS Political Science & Politics","topic":"Legal case studies and regulations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"University of Oxford; University of Cambridge","keywords":"Content (measure theory); Computer science; Action (physics); World Wide Web; Information retrieval; Mathematics; Physics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0007415769,0.0001274901,0.0001663278,0.00008450557,0.001381,0.0002093487,0.0004702561,0.00008810862,0.0001340674],"category_scores_gemma":[0.0005713776,0.0001088046,0.00008186829,0.0003754123,0.002129775,0.0003500193,0.0001263965,0.0001716529,0.0004645874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006325794,"about_ca_system_score_gemma":0.0009600799,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009628062,"about_ca_topic_score_gemma":0.0001819248,"domain_scores_codex":[0.996212,0.00006658668,0.0002120591,0.0003597729,0.0009764289,0.002173161],"domain_scores_gemma":[0.9982824,0.0001068655,0.00003870803,0.0002783409,0.0002142877,0.001079383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[6.045583e-7,0.0000271156,0.002500826,0.00000403206,0.000003169962,0.000001296715,0.001789046,6.93004e-7,0.0001508188,0.9902579,0.005178062,0.00008641039],"study_design_scores_gemma":[0.0003863854,0.0001316811,0.008708476,0.00002956776,0.00003551156,0.000007329665,0.07421643,0.0001828141,0.001093792,0.09366369,0.8209267,0.0006175897],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1983896,0.00006347402,0.00006758467,0.05179818,0.001111487,0.0003106901,0.00004889537,0.0001373097,0.7480727],"genre_scores_gemma":[0.9709906,0.000006428865,0.0001965607,0.002587169,0.0004815663,0.000005217287,0.000002282499,0.000009239131,0.02572095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8965942,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547828042237036,"score_gpt":0.3522855670669371,"score_spread":0.3268072866445668,"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."}}