{"id":"W4251036839","doi":"10.3138/9781487593551-001","title":"Preface","year":2020,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[0.00007653722,0.00009600123,0.0002003925,0.000004481019,0.0002901217,0.000007614736,0.0005618198,0.0001615639,0.0004879452],"category_scores_gemma":[0.00001198451,0.0001220149,0.0001014459,3.558078e-7,0.0003147452,0.00005070265,0.0002860939,0.0001104614,0.00001086778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630429,"about_ca_system_score_gemma":0.0000933452,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1773884,"about_ca_topic_score_gemma":0.1476752,"domain_scores_codex":[0.9993929,0.00003966045,0.00007709475,0.0001508387,0.0002424617,0.0000970002],"domain_scores_gemma":[0.9993353,0.0000513765,0.0001640732,0.000267779,0.00009223376,0.00008927509],"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":[0.00002601256,0.000004079477,0.000001040075,0.00002505228,0.00008739244,0.00000334379,0.04147946,2.214084e-7,0.000004128572,0.9307863,0.01334981,0.01423313],"study_design_scores_gemma":[0.0001043175,0.0000234523,0.000005193586,0.00004672027,0.00006567753,3.324432e-8,0.0008350732,0.000002501393,0.000003864794,0.0007816281,0.9980218,0.0001097236],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001516858,0.002780738,0.00002003079,0.0002309016,0.00009829164,0.0002068466,0.00002086481,0.00004496495,0.9965959],"genre_scores_gemma":[0.0007661082,0.005777132,0.0002420511,0.00002619552,0.00008627142,1.333506e-7,0.000005413211,0.00000828246,0.9930884],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.984672,"threshold_uncertainty_score":0.8678775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04569787830222063,"score_gpt":0.2448744598402251,"score_spread":0.1991765815380044,"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."}}