{"id":"W2019915710","doi":"10.1126/science.1251427","title":"A Hardbound Information Revolution <b>Visions of Science</b> Books and Readers at the Dawn of the Victorian Age <b> <i>by James A. Secord</i> </b> Oxford University Press, Oxford, 2014. 328 pp. £18.99. ISBN 9780199675265.","year":2014,"lang":"en","type":"article","venue":"Science","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Vision; Meaning (existential); Media studies; History; Art; Art history; Sociology; Psychology; Anthropology","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":["sts"],"category_scores_codex":[0.001346087,0.0001236512,0.0001496726,0.0001178173,0.003504457,0.0001072452,0.001077224,0.00003778789,0.00007836724],"category_scores_gemma":[0.0001417153,0.00007755538,0.00006352524,0.0003095758,0.02158022,0.002566401,0.0003012681,0.0001556497,0.00000493883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002648887,"about_ca_system_score_gemma":0.000318377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005656014,"about_ca_topic_score_gemma":0.0005152043,"domain_scores_codex":[0.998308,0.00004638233,0.0002411565,0.0002658032,0.0008321218,0.0003065275],"domain_scores_gemma":[0.9987879,0.00006222488,0.0003207163,0.0004495565,0.000280614,0.00009893637],"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":[0.000147418,0.0001059993,0.001653244,0.0001884681,0.00001444846,8.918987e-7,0.2632077,0.00006639535,0.04483859,0.2474957,0.4339225,0.008358593],"study_design_scores_gemma":[0.0001494371,0.00008472904,0.001736352,0.00003651698,0.00001331528,0.000001672553,0.003290563,0.0002059226,0.0009639236,0.0003231592,0.9930824,0.0001120129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7717507,0.00233567,0.0001040059,0.001512311,0.003685173,0.000763174,0.0001650353,0.00007718221,0.2196068],"genre_scores_gemma":[0.9837219,0.0003924324,0.0000904019,0.0003022912,0.00006441661,0.000001857496,0.000003631453,0.000004389263,0.01541874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5591599,"threshold_uncertainty_score":0.9977928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210743830828831,"score_gpt":0.1915236357240648,"score_spread":0.1794161974157765,"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."}}