{"id":"W4389680049","doi":"10.1515/9780889777026-fm","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"University of Regina Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","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":[0.00006071607,0.00042119,0.000668777,0.000181763,0.00009669123,0.00001491407,0.0008565835,0.0004230389,0.0009993393],"category_scores_gemma":[0.000005097691,0.0005550632,0.0003587452,0.000004452699,0.0005941512,0.00007457154,0.0005315342,0.0005326954,0.004677647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001405549,"about_ca_system_score_gemma":0.0001000354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210397,"about_ca_topic_score_gemma":0.0000646393,"domain_scores_codex":[0.9985909,0.00003128198,0.0001041558,0.0005750476,0.000458914,0.0002396495],"domain_scores_gemma":[0.9983482,0.00003900563,0.0005006575,0.0007488353,0.0001601224,0.0002031698],"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":[0.0002141275,0.000005544258,0.000002590945,0.0001673314,0.0003131486,0.0003999187,0.0005445284,0.00000211255,0.0001173274,0.1683356,0.8287464,0.001151369],"study_design_scores_gemma":[0.0006812759,0.00006999902,0.000003378311,0.0002855039,0.0004022658,0.000008435207,0.00003388742,0.00002448195,0.0001695486,0.000912033,0.9969333,0.0004758707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001146176,0.000201095,0.0002007817,0.0004562878,0.00009184027,0.0003751453,0.0004741692,0.0002681607,0.997921],"genre_scores_gemma":[0.0002855205,0.00001160686,0.0006870784,0.00006831937,0.0000838538,9.146e-8,0.00005601443,0.0001444733,0.9986631],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1681869,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276081982673144,"score_gpt":0.1935428892779734,"score_spread":0.160782069451242,"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."}}