{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000360695,0.00025863,0.0002525912,0.00009092982,0.0002804231,0.0001287621,0.0003201163,0.0001379499,0.0009864209],"category_scores_gemma":[0.000004951161,0.0002787566,0.0001443756,0.000001672265,0.0002403601,0.0001809664,0.0001204911,0.0003344116,0.00008309258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001100304,"about_ca_system_score_gemma":0.0001484445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002268661,"about_ca_topic_score_gemma":0.0001508508,"domain_scores_codex":[0.9991208,0.0000132739,0.0001491539,0.0003021829,0.0002270914,0.0001875033],"domain_scores_gemma":[0.9992253,0.0000389951,0.0001604993,0.0002827644,0.0001409874,0.0001514903],"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":[0.0000509334,0.000004592016,3.295393e-7,0.00009529344,0.00007684749,0.0000214028,0.1346394,1.661537e-7,2.021515e-7,0.8250917,0.03816077,0.001858349],"study_design_scores_gemma":[0.0002083872,0.0000557478,5.742297e-7,0.00008966893,0.0001320228,7.4122e-7,0.007483452,0.000004740479,0.000008552722,0.002803276,0.988906,0.0003068211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009366906,0.000112716,0.00001539286,0.00006956726,0.001113823,0.0002739111,0.0004186901,0.0001615738,0.9977407],"genre_scores_gemma":[0.003675344,0.00005144629,0.00003450093,0.0001706314,0.001033672,5.64541e-7,0.0001341537,0.00003685829,0.9948629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9507452,"threshold_uncertainty_score":0.9999664,"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."}}