{"id":"W4386330746","doi":"10.1515/9781772125610-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006249263,0.0004484086,0.0007237585,0.0001896439,0.0001103714,0.00002182134,0.0007214957,0.0005388497,0.01403765],"category_scores_gemma":[0.0000101481,0.0005993024,0.0004422491,0.000004534028,0.0004273296,0.00007981587,0.0006403551,0.0004624116,0.003809762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001381279,"about_ca_system_score_gemma":0.0001429979,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01489174,"about_ca_topic_score_gemma":0.01069109,"domain_scores_codex":[0.99838,0.00004038035,0.0002268406,0.0006220729,0.0004335606,0.0002971294],"domain_scores_gemma":[0.9979631,0.0001645288,0.0004362114,0.001018897,0.0002476149,0.0001696384],"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":[0.0002921087,0.00004482859,0.0000142453,0.0002821705,0.001527678,0.0004242547,0.003846633,0.00001097092,0.0004129742,0.3299681,0.6617765,0.001399583],"study_design_scores_gemma":[0.0006811529,0.00003205678,0.000009216597,0.0004049245,0.0005042368,0.00001286968,0.00005190978,0.00001236296,0.0004080756,0.0003601036,0.9969819,0.0005412324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009846233,0.000156608,0.00002775563,0.0000253106,0.0001410893,0.0002734561,0.0002183629,0.00006266552,0.9989963],"genre_scores_gemma":[0.0003148792,0.000009569681,0.0003875141,0.00005316542,0.00006424939,1.050313e-7,0.000156312,0.0001501328,0.9988641],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3352054,"threshold_uncertainty_score":0.9996458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02233103349976086,"score_gpt":0.1901342847758794,"score_spread":0.1678032512761186,"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."}}