{"id":"W4395471598","doi":"10.1515/9780889779785-fm","title":"Frontmatter","year":2023,"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":"Canada Council for the Arts; Government of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001970952,0.001477171,0.0009700509,0.001928564,0.001428621,0.003825118,0.001074306,0.001516576,0.8923208],"category_scores_gemma":[0.0007124702,0.0006563845,0.0005379177,0.001854839,0.0003990702,0.002838524,0.002464998,0.001545265,0.8589854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005690614,"about_ca_system_score_gemma":0.0004604641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00199696,"about_ca_topic_score_gemma":0.006602061,"domain_scores_codex":[0.9998063,0.00001771433,0.000006945094,0.00005319926,0.0000781265,0.00003780315],"domain_scores_gemma":[0.9997632,0.00005056574,0.00001115605,0.00005187652,0.0000620067,0.00006120807],"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":[0.00005403909,0.000052494,0.0001143994,0.0001933901,0.000004122122,0.00008480165,0.0001137404,0.0001060192,0.0005579365,0.005580017,0.7819034,0.2112357],"study_design_scores_gemma":[0.000005938086,0.00001231585,0.00023733,0.00007422102,0.000002431681,0.00006909813,0.00005681889,0.00004648147,0.0001442251,0.0008214492,0.9985256,0.000004154912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002618512,0.0009271912,0.000271823,0.0001817378,0.0003300005,0.00002339448,0.0007357343,0.0005452675,0.996723],"genre_scores_gemma":[0.0004436859,0.0002156531,0.00008047322,0.00006301321,0.00002905372,0.00000701751,0.0002277188,0.0001375437,0.9987959],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1076792,"threshold_uncertainty_score":0.1535913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04073688448974075,"score_gpt":0.205063447513134,"score_spread":0.1643265630233933,"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."}}