{"id":"W4232272640","doi":"10.36019/9781684483044-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Rutgers University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002193165,0.001799931,0.001155608,0.002357367,0.001758515,0.004350814,0.001387464,0.001931278,0.9208404],"category_scores_gemma":[0.0007660606,0.0009086412,0.0007185394,0.002145368,0.00043595,0.003413313,0.002544996,0.001882818,0.898648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006260614,"about_ca_system_score_gemma":0.0004949626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002786058,"about_ca_topic_score_gemma":0.009762855,"domain_scores_codex":[0.9997925,0.00001755386,0.000006445704,0.00005048897,0.00009132368,0.00004173538],"domain_scores_gemma":[0.9996964,0.00006826547,0.00001265898,0.00006228044,0.00007991241,0.00008046954],"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":[0.00004862386,0.00005828062,0.00009409033,0.0001377873,0.000003810005,0.00007543302,0.0000804363,0.0001013155,0.0004784692,0.003786393,0.827273,0.1678624],"study_design_scores_gemma":[0.00000809604,0.00001487287,0.0002357513,0.00006969222,0.000003182812,0.00006661434,0.00005882239,0.00007501803,0.0001503885,0.0009191442,0.9983923,0.000006148103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000201118,0.0004923305,0.0003238371,0.0001499262,0.0002928441,0.00002636321,0.0006852916,0.0006936933,0.9971344],"genre_scores_gemma":[0.0003182729,0.0001459059,0.00008286618,0.00007376803,0.00002704963,0.000007086368,0.000244716,0.0001874253,0.9989129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07915956,"threshold_uncertainty_score":0.1129115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252109450282127,"score_gpt":0.1923091280814837,"score_spread":0.167098183053271,"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."}}