{"id":"W3207572234","doi":"10.3138/jsp.53.1.06","title":"<i>Book Wars: The Digital Revolution in Publishing</i> by John B. Thompson","year":2021,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Publishing; Digital Revolution; Media studies; Art; Sociology; Political science; Literature; Law","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":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.002186561,0.0001640832,0.0002413533,0.0004380513,0.0002570514,0.2304571,0.002448244,0.0001669785,0.00004403236],"category_scores_gemma":[0.006904235,0.0001186114,0.0001568582,0.002456062,0.00003929911,0.4570191,0.0007268147,0.001713929,0.000007770342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002240955,"about_ca_system_score_gemma":0.0008148169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008034272,"about_ca_topic_score_gemma":0.000003689582,"domain_scores_codex":[0.9969311,0.0001812415,0.000787231,0.0002987607,0.001430795,0.0003709211],"domain_scores_gemma":[0.997534,0.0003863411,0.0005604321,0.0003523849,0.0009435342,0.0002232421],"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":[0.00001658031,0.00009668806,0.01012197,0.000007483375,0.0000300701,0.0001033096,0.0008922194,0.00002489386,0.0001695302,0.002858435,0.9441466,0.04153219],"study_design_scores_gemma":[0.0006592956,0.00004801516,0.006120645,0.0001180974,0.000003598794,0.0002943056,0.0003777472,0.0002556847,0.0005143874,0.003982724,0.987457,0.0001685043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07502156,0.07409601,0.0328002,0.4610462,0.004495329,0.000358836,0.00002153674,0.0002684878,0.3518918],"genre_scores_gemma":[0.8982384,0.001212404,0.01011561,0.04187554,0.001577288,0.00001127805,0.00003694963,0.00005861855,0.04687392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8232168,"threshold_uncertainty_score":0.8265513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398312261655485,"score_gpt":0.2030332247086362,"score_spread":0.1890501020920814,"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."}}