{"id":"W4385736930","doi":"10.59962/9780774827782-002","title":"Preface","year":2014,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","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":[0.0002170057,0.00006986724,0.0002827296,0.0000161641,0.0005443025,0.00007246082,0.0006476447,0.0002821636,0.0004972036],"category_scores_gemma":[0.00002183433,0.0001841131,0.00012926,0.000004259385,0.0007612475,0.00003039642,0.0002981642,0.0002183924,0.000008979586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007398139,"about_ca_system_score_gemma":0.0001130956,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4744237,"about_ca_topic_score_gemma":0.7891252,"domain_scores_codex":[0.9990748,0.00007318672,0.000122755,0.0002187821,0.0003414298,0.0001690271],"domain_scores_gemma":[0.9990106,0.0000909413,0.0002364001,0.0003501106,0.0002151858,0.00009678007],"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":[0.00001453631,0.00002080973,0.00004335349,0.0001287023,0.0002201278,0.0000380552,0.006284498,7.268366e-7,0.000002133417,0.1397441,0.5483321,0.3051708],"study_design_scores_gemma":[0.0001919367,0.00002365285,0.00008503577,0.0002562337,0.00007327192,8.776984e-7,0.000430074,0.000001986481,1.298792e-7,0.001737065,0.9970281,0.0001716959],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001501656,0.0004746442,0.00003924339,0.0000459381,0.0001927882,0.0003047809,0.0000888247,0.00006322087,0.9986404],"genre_scores_gemma":[0.004808054,0.002806093,0.0001680394,0.00002573877,0.000129446,3.758043e-7,0.0000111011,0.00001384346,0.9920373],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4486959,"threshold_uncertainty_score":0.7507915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02544800616464053,"score_gpt":0.2118059738524389,"score_spread":0.1863579676877984,"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."}}