{"id":"W4365505878","doi":"10.31274/jlsc.16111","title":"Brief Reviews of Books and Products: A History of Scientific Journals: Publishing at the Royal Society, 1665-2015","year":2023,"lang":"en","type":"article","venue":"Journal of Librarianship and Scholarly Communication","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Publishing; Scientific publishing; Library science; Classics; History; Political science; Law; Computer science","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.01473222,0.0001463392,0.0004154763,0.0003329784,0.0008420266,0.006616548,0.001546988,0.0001079261,0.0001455857],"category_scores_gemma":[0.002895695,0.0001030108,0.0001512024,0.0002512296,0.00093466,0.01740651,0.000630385,0.001327486,0.000002782492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251894,"about_ca_system_score_gemma":0.000401429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001314362,"about_ca_topic_score_gemma":0.00009540699,"domain_scores_codex":[0.9966435,0.00126772,0.001177977,0.0001598525,0.0005731488,0.0001777474],"domain_scores_gemma":[0.9951186,0.0006593688,0.001905545,0.001069925,0.001137903,0.000108666],"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":[0.00008558541,0.0001276129,0.006833919,0.0002351516,0.000160099,0.00000103141,0.1617125,0.000004297056,0.002335182,0.02517635,0.7860743,0.01725396],"study_design_scores_gemma":[0.0005636176,0.0001125918,0.01387746,0.0005278613,0.00009757721,0.00001932695,0.004500776,0.0001287253,0.0000832252,0.004707268,0.975246,0.000135541],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6233374,0.3016832,0.00002686271,0.04170053,0.001028624,0.0004357262,0.00003443,0.00004959876,0.03170361],"genre_scores_gemma":[0.9641723,0.01302594,0.0009072903,0.0003844146,0.0002954132,0.000008705974,0.00004647212,0.00002895169,0.02113054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3408349,"threshold_uncertainty_score":0.9963365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1431388391001683,"score_gpt":0.274895346428191,"score_spread":0.1317565073280227,"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."}}