{"id":"W4389678254","doi":"10.1515/9780889775107-fm","title":"Frontmatter","year":2017,"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; Library and Archives Canada","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":[0.000113881,0.0004278627,0.0006739014,0.0002289206,0.0002744879,0.00003279533,0.001437334,0.0005298835,0.0008859222],"category_scores_gemma":[0.000007149009,0.0005481641,0.0003675912,9.243964e-7,0.0010953,0.0001240316,0.0006160016,0.0004777765,0.003404601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001471315,"about_ca_system_score_gemma":0.000110493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006146855,"about_ca_topic_score_gemma":0.0002722119,"domain_scores_codex":[0.998606,0.00002536991,0.00009173662,0.0005394389,0.0004453489,0.0002921285],"domain_scores_gemma":[0.9969103,0.00003434188,0.0009119128,0.001770317,0.0002203619,0.0001527616],"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":[0.0001856965,0.000007826654,0.000006315895,0.0001468255,0.0003507404,0.0003891983,0.0004522455,0.000001110337,0.00006757186,0.1061882,0.8888032,0.003401037],"study_design_scores_gemma":[0.0007494289,0.00004616041,0.00001263674,0.0005143115,0.0003937258,0.00001224577,0.00001449663,0.000008783624,0.000120402,0.001189126,0.9964453,0.0004933848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002159322,0.0002166585,0.0000843305,0.0001420285,0.0001515116,0.0003620439,0.000437582,0.0001675688,0.9984167],"genre_scores_gemma":[0.0002762236,0.00001934769,0.0004196409,0.00001492865,0.00008393457,1.01768e-7,0.00003933937,0.0001314673,0.999015],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1076421,"threshold_uncertainty_score":0.999697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03742092288661776,"score_gpt":0.2113319837809965,"score_spread":0.1739110608943788,"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."}}