{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007530675,0.0007435045,0.0007323686,0.002032885,0.003761241,0.005899377,0.001566936,0.001542624,0.4068471],"category_scores_gemma":[0.004902106,0.0004160362,0.0006230729,0.002286342,0.001049071,0.003202372,0.001976434,0.00345876,0.2525399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005011682,"about_ca_system_score_gemma":0.004856212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02830755,"about_ca_topic_score_gemma":0.04257242,"domain_scores_codex":[0.9990299,0.00009127186,0.00004064121,0.0001559478,0.0005735785,0.0001087449],"domain_scores_gemma":[0.9969764,0.000336797,0.00007339143,0.0002745802,0.001826493,0.0005123165],"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":[0.000007214766,0.00000706023,0.00004845759,0.00004147735,7.436674e-7,0.00002155189,0.00007695875,0.00003211568,0.00004216871,0.005219476,0.9779513,0.01655149],"study_design_scores_gemma":[9.375911e-7,0.000002553223,0.00008969461,0.00004394007,4.398065e-7,0.0000241615,0.00005073738,0.00001128866,0.00001800116,0.0006478356,0.9991084,0.000001968538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005570016,0.006717702,0.002231481,0.0178851,0.05402688,0.0001980848,0.004861579,0.001031283,0.9124909],"genre_scores_gemma":[0.002504661,0.003431128,0.0008844667,0.003169897,0.005676791,0.00006645482,0.003380036,0.0005835902,0.9803029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4068471,"threshold_uncertainty_score":0,"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."}}