{"id":"W4389677133","doi":"10.1515/9780889774629-fm","title":"Frontmatter","year":2017,"lang":"pt","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003174329,0.001094203,0.00161671,0.0005326119,0.0009283361,0.0001046193,0.003317855,0.001265508,0.00234822],"category_scores_gemma":[0.0000224535,0.001492556,0.0009549274,0.000003294364,0.003376942,0.0003180442,0.00174305,0.001148473,0.009184644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003374309,"about_ca_system_score_gemma":0.0002628574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635167,"about_ca_topic_score_gemma":0.000551003,"domain_scores_codex":[0.9965702,0.0001226828,0.000243561,0.001303774,0.0009792201,0.0007805351],"domain_scores_gemma":[0.9925058,0.0001006536,0.002548171,0.003790077,0.0006019067,0.0004533434],"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":[0.001457011,0.00006943713,0.00008162217,0.0009853876,0.002173898,0.002087092,0.003453296,0.000009550245,0.0003858653,0.1459885,0.8328593,0.01044899],"study_design_scores_gemma":[0.002300271,0.0001813973,0.00006640667,0.001953694,0.001575495,0.00003832006,0.0001328136,0.00008032736,0.0003414321,0.0003422812,0.9917145,0.001273088],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001551738,0.0005606494,0.0003349699,0.0004640959,0.0004868016,0.0009690346,0.001433795,0.0001984832,0.995397],"genre_scores_gemma":[0.003849242,0.00009735276,0.0005179335,0.00002744503,0.000151542,2.339032e-7,0.00007575053,0.0002865315,0.994994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1588551,"threshold_uncertainty_score":0.9993353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04314588671514315,"score_gpt":0.2192931880390208,"score_spread":0.1761473013238776,"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."}}