{"id":"W4386310226","doi":"10.1515/9781772126198-fm","title":"Frontmatter","year":2022,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Métis National Council; 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":[0.00008977208,0.0004324052,0.0006283373,0.0002740956,0.0002162608,0.00001297334,0.001041027,0.0003150057,0.05955772],"category_scores_gemma":[0.000006476912,0.0005954813,0.0004066664,0.000004792566,0.0004028274,0.00009820064,0.001053691,0.0006219276,0.003298797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002438039,"about_ca_system_score_gemma":0.0001067044,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0318385,"about_ca_topic_score_gemma":0.006167278,"domain_scores_codex":[0.9982774,0.00004968265,0.0002220619,0.0005918561,0.0005585227,0.0003004854],"domain_scores_gemma":[0.9980915,0.0001748239,0.0005154767,0.0009692173,0.0001011575,0.0001478927],"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":[0.0004433107,0.00003462905,0.0000101354,0.0001324599,0.0008924959,0.0001648735,0.004366445,0.00002578426,0.00009725027,0.3613011,0.6317131,0.0008184834],"study_design_scores_gemma":[0.0007098466,0.00006892166,0.000006810175,0.00008827286,0.0004352267,0.000009915856,0.0000483833,0.00001378468,0.0000618431,0.0005934684,0.997429,0.0005346007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007020502,0.00007199599,0.000008341231,0.00002709037,0.0001620941,0.0004022719,0.0004496141,0.00008457537,0.9987238],"genre_scores_gemma":[0.0003749997,0.000007166621,0.0001684706,0.00005423083,0.0000436401,2.952295e-7,0.0001641203,0.0001706922,0.9990164],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3657159,"threshold_uncertainty_score":0.9996496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0216417375377405,"score_gpt":0.1877486995924486,"score_spread":0.1661069620547081,"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."}}