{"id":"W4395457019","doi":"10.1515/9780889779464-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":"","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":[],"category_scores_codex":[0.0001241066,0.0004074707,0.0006150776,0.0003731721,0.0001179638,0.00001511795,0.0008361542,0.0004944276,0.0006579319],"category_scores_gemma":[0.000005902083,0.0005357392,0.0003563908,0.0000065415,0.000628903,0.00007028221,0.0005692439,0.0004711276,0.01059557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508124,"about_ca_system_score_gemma":0.00008961988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004455941,"about_ca_topic_score_gemma":0.0002396502,"domain_scores_codex":[0.9984924,0.00003002354,0.0001064834,0.0005485131,0.0005075837,0.0003149872],"domain_scores_gemma":[0.9981803,0.00007090232,0.0004722099,0.0009450809,0.0001898852,0.0001415632],"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":[0.0001189005,0.000005028282,0.000003061823,0.0001490807,0.0003149263,0.0004064441,0.0004376946,0.000004246704,0.00005528048,0.1598792,0.8373586,0.001267602],"study_design_scores_gemma":[0.0005921088,0.00004526009,0.000009749946,0.0004452502,0.0003396345,0.000006984155,0.00004203924,0.00001865656,0.00008295524,0.00166409,0.9962872,0.0004660602],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002391147,0.00008161624,0.00007691991,0.0001582228,0.0001832573,0.0003703587,0.0005614385,0.000523033,0.9980212],"genre_scores_gemma":[0.0000657191,0.00002097942,0.0002758804,0.00001800901,0.00006920852,1.539908e-7,0.00006731075,0.0002143851,0.9992684],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1589286,"threshold_uncertainty_score":0.9997094,"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."}}