{"id":"W4320305959","doi":"10.1353/vpr.2022.0014","title":"Crafting the Professional Reader: Book Reviews in the Military and Medical Press","year":2022,"lang":"en","type":"article","venue":"Victorian periodicals review","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council","keywords":"The arts; Service (business); Identity (music); Period (music); Military service; History; Sociology; Media studies; Political science; Law; Aesthetics; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.003381346,0.0005557187,0.000755302,0.0075862,0.001554256,0.007683142,0.0005882824,0.001459849,0.01088115],"category_scores_gemma":[0.02445924,0.0004148819,0.0003011674,0.007633492,0.001933728,0.003659658,0.00147048,0.001939368,0.005205349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00319444,"about_ca_system_score_gemma":0.007836334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004906868,"about_ca_topic_score_gemma":0.0216527,"domain_scores_codex":[0.9929622,0.002003776,0.0003907061,0.0002440457,0.004128135,0.0002710723],"domain_scores_gemma":[0.9809377,0.009473315,0.001621715,0.0004265389,0.006049548,0.001491311],"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":[0.00002117636,0.00002039127,0.0002573668,0.004170188,0.00002706711,0.000171345,0.001756065,0.00005452995,0.0005386463,0.008593904,0.8557482,0.1286411],"study_design_scores_gemma":[0.000002700305,0.00001516632,0.000711726,0.003550652,0.00001196838,0.0001985937,0.0006080074,0.00001749339,0.00007444061,0.0006410355,0.9941611,0.000007155862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001251768,0.9012216,0.0003311055,0.01657812,0.03193418,0.00004204227,0.00004138747,0.00007954897,0.04852039],"genre_scores_gemma":[0.0197887,0.7962191,0.001615707,0.02636035,0.03492786,0.0001072465,0.0001595801,0.0002197125,0.1206018],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01088115,"threshold_uncertainty_score":0.03640109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05128131095576546,"score_gpt":0.2925661408220377,"score_spread":0.2412848298662722,"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."}}