{"id":"W2781660508","doi":"10.1353/vpr.2017.0051","title":"The World Wide Web of the Society for the Diffusion of Useful Knowledge: On the Global Circulation of Broughamite Educational Literature, 1826–1848","year":2017,"lang":"en","type":"article","venue":"Victorian periodicals review","topic":"History of Science and Natural History","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Multitude; Globe; Biography; History; Media studies; Sociology; Political science; Law; Art history; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008541816,0.0001210138,0.0002768568,0.00001533219,0.001816909,0.00006362177,0.0009360868,0.00004058378,0.0002659776],"category_scores_gemma":[0.0006087348,0.0000473362,0.0006368485,0.000116838,0.002298397,0.0001234641,0.00007197986,0.0001455197,0.00000608453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007477443,"about_ca_system_score_gemma":0.0003177587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000209898,"about_ca_topic_score_gemma":0.0004460823,"domain_scores_codex":[0.9987796,0.0001073494,0.0004673244,0.0001442068,0.0003788467,0.0001226776],"domain_scores_gemma":[0.997411,0.000694146,0.0007602717,0.0007049579,0.0004016175,0.00002807762],"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":[0.00005304429,0.0002732251,0.002542132,0.002785492,0.0001489693,5.729726e-8,0.02216798,9.846633e-7,0.0004760023,0.7131653,0.2445866,0.01380022],"study_design_scores_gemma":[0.0001005679,0.00002676014,0.009881177,0.002255704,0.00007734188,2.916402e-7,0.0000824084,0.00001966112,0.00002051755,0.0008211468,0.9866562,0.00005824942],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06984538,0.8105271,0.000007254745,0.04737675,0.01004885,0.003346056,0.0005924079,0.00001812476,0.05823801],"genre_scores_gemma":[0.9785363,0.01304388,0.00001829599,0.0006405915,0.000640316,0.00004876002,0.000006220696,0.000008234249,0.007057369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9086909,"threshold_uncertainty_score":0.9994826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03518629947784897,"score_gpt":0.2963208375957607,"score_spread":0.2611345381179117,"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."}}