{"id":"W4404136535","doi":"10.16997/book76","title":"Critical Communication: A Memoir","year":2024,"lang":"en","type":"book","venue":"University of Westminster Press eBooks","topic":"Digital Media and Philosophy","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; Peking University; University of California, San Diego; University of Westminster; Universidad Veracruzana; University of Oregon; Universidade Federal do Piauí; University of Pennsylvania; Harvard University; United Nations Educational, Scientific and Cultural Organization; University of Oxford; University of Leicester; U.S. Department of Commerce; U.S. Department of Defense","keywords":"Memoir; History; Art history","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008001738,0.000210628,0.000312257,0.0001459794,0.00007437162,0.0001296748,0.002160434,0.0002268804,0.0000141095],"category_scores_gemma":[0.00001163293,0.0002426973,0.0001900565,0.00001779916,0.0004460219,0.0002981485,0.001483559,0.0003686586,0.0001091834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006038539,"about_ca_system_score_gemma":0.0002560742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002763576,"about_ca_topic_score_gemma":0.000009576554,"domain_scores_codex":[0.9989101,0.00004863742,0.0001646847,0.0003815285,0.0003233676,0.0001716727],"domain_scores_gemma":[0.9982428,0.0002309636,0.00008565663,0.001160231,0.0001436085,0.0001367591],"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":[0.000007454814,0.00002248217,2.417846e-7,0.0003223986,0.00006556773,0.0001425638,0.002438303,4.4974e-7,0.000002279816,0.9460643,0.04261523,0.008318726],"study_design_scores_gemma":[0.0001373763,0.0000770664,9.329199e-7,0.0006332877,0.00006766433,0.00001770941,0.00001171643,0.0001714295,0.0000362309,0.1044717,0.8941401,0.0002348564],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004341558,0.0007105409,0.003122323,0.0004021888,0.00039774,0.0001553309,0.00005394954,0.0001621636,0.9949914],"genre_scores_gemma":[0.002446331,0.00003336282,0.004890534,0.0001400921,0.00008790843,4.486482e-7,0.00001887455,0.00001975078,0.9923627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8515248,"threshold_uncertainty_score":0.9896908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02758870313287046,"score_gpt":0.2195725703746556,"score_spread":0.1919838672417851,"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."}}