{"id":"W2982586741","doi":"10.1136/bmj.l6320","title":"Research integrity: UK guidelines are updated to ensure misconduct reporting","year":2019,"lang":"en","type":"article","venue":"BMJ","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research integrity; Scientific misconduct; Misconduct; Transparency (behavior); Scientific integrity; Sanctions; Quarter (Canadian coin); Political science; House of Commons; Academic integrity; Public relations; Engineering ethics; Engineering; Medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"evaluation","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2797629,0.002503312,0.01280164,0.01518916,0.009503148,0.03955074,0.01346118,0.05569715,0.05670254],"category_scores_gemma":[0.6354867,0.005738571,0.007975101,0.02286262,0.02147495,0.02088871,0.01349387,0.04595849,0.1228965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01685627,"about_ca_system_score_gemma":0.1114596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405643,"about_ca_topic_score_gemma":0.01849881,"domain_scores_codex":[0.4650366,0.2534512,0.138253,0.01110082,0.1163246,0.01583365],"domain_scores_gemma":[0.1661208,0.2331707,0.06062515,0.1113672,0.4081218,0.02059438],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001589919,0.00009154653,0.000334981,0.002742458,0.00006959539,0.000188063,0.001830567,0.000097139,0.000348949,0.009901867,0.9404224,0.04381344],"study_design_scores_gemma":[0.0001427778,0.00008020696,0.001323734,0.007182497,0.00005559818,0.0003364556,0.0008421927,0.000191988,0.0005840384,0.007833873,0.9812902,0.0001363583],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001610648,0.02986306,0.04440307,0.6772572,0.06625858,0.01183964,0.01158348,0.008449054,0.1487353],"genre_scores_gemma":[0.0332661,0.07910521,0.2117807,0.3453434,0.02375869,0.05313382,0.03290643,0.009285482,0.2114202],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9443029,"threshold_uncertainty_score":0.8881806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3034726249822061,"score_gpt":0.5108103985235424,"score_spread":0.2073377735413363,"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."}}