{"id":"W4389679360","doi":"10.1515/9780889776609-fm","title":"Frontmatter","year":2019,"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":[0.00009690846,0.0004278386,0.00068619,0.0002791764,0.0000785883,0.00001448581,0.0008721207,0.0005301595,0.001493796],"category_scores_gemma":[0.000003011965,0.0005475057,0.0003642171,0.000003353884,0.0005284647,0.00009015416,0.000476281,0.0004812204,0.009553944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001808149,"about_ca_system_score_gemma":0.0001524007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134324,"about_ca_topic_score_gemma":0.00009885226,"domain_scores_codex":[0.9985458,0.00003048505,0.0001020462,0.0005553808,0.0004731005,0.0002932168],"domain_scores_gemma":[0.9979109,0.00005204305,0.0005637655,0.001148467,0.0002035626,0.0001213163],"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":[0.000195553,0.000007917117,0.000009173086,0.0002090131,0.0003251207,0.0001417604,0.000396877,0.000005101196,0.000106962,0.1740648,0.8232998,0.001237967],"study_design_scores_gemma":[0.000820044,0.00006403818,0.00000912996,0.0004289966,0.0003504222,0.000009610532,0.0000278996,0.00001832332,0.0001229497,0.0004663466,0.9971767,0.0005055232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000531596,0.0002203925,0.0001144813,0.0001049262,0.0001687836,0.0005041822,0.0004200682,0.0001803739,0.9982336],"genre_scores_gemma":[0.0002233986,0.00001352263,0.0004003862,0.00002936985,0.00005405541,5.998164e-8,0.00005237242,0.0001479273,0.9990789],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.173877,"threshold_uncertainty_score":0.9996976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680630916167736,"score_gpt":0.1936019382383873,"score_spread":0.16679562907671,"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."}}