{"id":"W4386311830","doi":"10.1515/9781772125191-fm","title":"Frontmatter","year":2020,"lang":"en","type":"book-chapter","venue":"University of Alberta Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"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":[0.00004360504,0.0004637698,0.0007130372,0.0001564942,0.00009773688,0.00001650797,0.0008965972,0.0004637726,0.006090521],"category_scores_gemma":[0.00001016228,0.0006049181,0.0003950647,0.00000424566,0.0004424239,0.00008068992,0.0006093331,0.0005033659,0.01024206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097103,"about_ca_system_score_gemma":0.00009376121,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058264,"about_ca_topic_score_gemma":0.003761994,"domain_scores_codex":[0.9984534,0.00003035785,0.0002249151,0.0006158305,0.0004202146,0.0002552535],"domain_scores_gemma":[0.9982901,0.0001350475,0.0004691772,0.0007357123,0.000133034,0.0002369162],"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":[0.0004800175,0.00001883887,0.000007913405,0.0002176093,0.0009560267,0.0001739589,0.00411094,0.000006605771,0.0002404778,0.2484653,0.7445624,0.0007598461],"study_design_scores_gemma":[0.0007291168,0.0000642283,0.000006221901,0.0002121139,0.0004989547,0.000005259461,0.00003023834,0.00003217084,0.0002187528,0.0008244269,0.9968404,0.0005381174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002718476,0.000054361,0.00003731137,0.00007605202,0.0000987357,0.0003776792,0.0002845493,0.0001020019,0.9989421],"genre_scores_gemma":[0.0008409971,0.000004026578,0.0003353747,0.000112737,0.00007846657,9.84252e-8,0.00009723326,0.0001645287,0.9983665],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.252278,"threshold_uncertainty_score":0.9996402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459644050346829,"score_gpt":0.1861171139612653,"score_spread":0.161520673457797,"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."}}