{"id":"W4210640398","doi":"10.1515/9780804777537-001","title":"Preface","year":2020,"lang":"en","type":"book-chapter","venue":"Stanford University Press eBooks","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.001262198,0.0009327777,0.0007524295,0.002331852,0.002716597,0.004326031,0.001495551,0.001398688,0.6273793],"category_scores_gemma":[0.008631577,0.0003824313,0.0005928653,0.00201219,0.0006384018,0.00351666,0.002335302,0.00311795,0.4488527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0021781,"about_ca_system_score_gemma":0.002658558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005152515,"about_ca_topic_score_gemma":0.00590999,"domain_scores_codex":[0.9990736,0.0001172162,0.00006450527,0.0001944489,0.0004407669,0.0001093042],"domain_scores_gemma":[0.9959168,0.000530588,0.0001411926,0.0003502091,0.002358987,0.0007022418],"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":[0.00001972052,0.00001442822,0.00009079955,0.00006567459,0.000001117553,0.00003397811,0.00006695509,0.00002832403,0.00007308178,0.002506034,0.9738511,0.02324884],"study_design_scores_gemma":[0.000002615859,0.00000958247,0.000282062,0.00008228286,7.683047e-7,0.00004171245,0.0001040853,0.00001550412,0.00003772012,0.0008811888,0.9985393,0.000003134385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001288333,0.006446086,0.003303813,0.02120296,0.09934405,0.0005522725,0.01326083,0.001610613,0.852991],"genre_scores_gemma":[0.004705282,0.003820189,0.001359712,0.005246312,0.01233394,0.000269263,0.010406,0.0007133258,0.9611459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6273793,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04967323477120138,"score_gpt":0.19149494864479,"score_spread":0.1418217138735886,"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."}}