{"id":"W7135766067","doi":"","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"WU Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003100211,0.0002585893,0.0003347398,0.001171623,0.0001071851,0.0001126142,0.0005611122,0.000510553,0.04639808],"category_scores_gemma":[0.0003015961,0.0002554294,0.000128216,0.0001270978,0.0003928113,0.0001073466,0.0003797197,0.002620151,0.8329054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007564199,"about_ca_system_score_gemma":0.0004065485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000396356,"about_ca_topic_score_gemma":0.00002860766,"domain_scores_codex":[0.9956953,0.0001363163,0.0002537418,0.0009392694,0.002280812,0.0006945575],"domain_scores_gemma":[0.9969583,0.0001772283,0.0000809024,0.001717626,0.0009140386,0.0001519375],"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":[0.00006657307,0.000009942416,0.000003072518,0.00005426627,0.00004358096,0.00001196555,0.00002469945,0.000001917471,0.001059574,0.2764013,0.7208404,0.001482743],"study_design_scores_gemma":[0.0001625366,0.0001239731,0.00001744401,0.0000661801,0.000009844771,0.00001187551,0.000008526963,0.00001332139,0.0002255147,0.01295758,0.9861701,0.0002331087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003419315,0.0006722363,0.000001349391,0.001424944,0.0005915559,0.0007611138,0.0000586178,0.000331391,0.9961246],"genre_scores_gemma":[0.000357013,0.0001171529,0.00004674776,0.00001069465,0.006459947,0.00001584648,0.0001642104,0.001028905,0.9917995],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7865072,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742715394765856,"score_gpt":0.4198169667398113,"score_spread":0.2455454272632256,"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."}}