{"id":"W4317422852","doi":"10.38140/sjch.v47i1.7022","title":"Book review","year":2022,"lang":"en","type":"article","venue":"Southern Journal for Contemporary History","topic":"History of Science and Medicine","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Queen (butterfly); Art; Media studies; Library science; Art history; Sociology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001005285,0.0001123938,0.0002363444,0.0001145985,0.001248823,0.00001168101,0.0003221967,0.00001047092,0.0572192],"category_scores_gemma":[0.00003243049,0.00009606512,0.0002211484,0.00001716849,0.0002950376,0.0002455468,0.00002749641,0.0003160756,0.0001325504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004785318,"about_ca_system_score_gemma":0.0005312369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002520248,"about_ca_topic_score_gemma":0.000005630421,"domain_scores_codex":[0.9988768,0.00008349177,0.0003379102,0.0001518508,0.0003629213,0.0001870234],"domain_scores_gemma":[0.9993166,0.00002993841,0.0002635347,0.000151238,0.00009761281,0.0001411054],"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":[0.00003100989,0.00003076824,0.000002142284,0.00008383094,0.00001468871,0.00003027145,0.02914567,3.534507e-7,0.00001551556,0.0008679199,0.9690686,0.0007091928],"study_design_scores_gemma":[0.0003970188,0.0002881644,1.614584e-7,0.0001405233,0.00002374293,0.00006145454,0.007819032,0.000002645378,2.421591e-7,0.000112799,0.9910237,0.0001305606],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00006501259,0.8852903,0.0000169624,0.004988608,0.005724579,0.0002839054,0.00005838987,0.000042493,0.1035298],"genre_scores_gemma":[0.001979292,0.001539866,0.00001235493,0.1094368,0.001260246,0.00008219045,0.0000177909,0.00003023156,0.8856412],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8837504,"threshold_uncertainty_score":0.9605065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08160107721366476,"score_gpt":0.2513985351037243,"score_spread":0.1697974578900596,"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."}}