{"id":"W4403861445","doi":"10.5325/shaw.44.2.0441","title":"NOTICES","year":2024,"lang":"en","type":"article","venue":"Shaw","topic":"Literature Analysis and Criticism","field":"Medicine","cited_by":0,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004286263,0.00003267114,0.00006659527,0.00003694912,0.00001147061,0.00004764575,0.00001755724,0.00002250152,0.000857561],"category_scores_gemma":[0.00001081873,0.00002140048,0.00005848638,0.0001105291,0.00001012697,0.00004023125,0.000006008247,0.0000664176,0.0004307813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000546683,"about_ca_system_score_gemma":0.00001505249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004395804,"about_ca_topic_score_gemma":0.000001406064,"domain_scores_codex":[0.999717,0.000003452163,0.00005379067,0.00008566599,0.00007674958,0.00006333787],"domain_scores_gemma":[0.999846,0.00001484803,0.000002437906,0.00008527907,0.0000165887,0.0000348507],"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":[0.00005513202,0.0002250697,0.005987916,0.001481855,0.0008746475,0.003076419,0.004283618,0.000003498538,0.02085423,0.4376815,0.3943342,0.1311419],"study_design_scores_gemma":[0.00009629646,0.00004847262,0.00159288,0.0001960725,0.0002319484,0.00002546073,0.00007565802,0.001127895,0.001224859,0.001147031,0.9941803,0.00005314047],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2188186,0.03277927,0.0002862517,0.02204765,0.0008126792,0.0001238867,0.00001072191,0.0003239841,0.724797],"genre_scores_gemma":[0.9794969,0.00001401586,0.0001866257,0.001503668,0.0003555375,0.000001725176,0.00001083285,0.000005352552,0.01842536],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7606783,"threshold_uncertainty_score":0.9389692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009217312820221596,"score_gpt":0.3045073235255693,"score_spread":0.2952900107053477,"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."}}