{"id":"W2159983530","doi":"10.5455/aim.2012.20.136-140","title":"Cooperation Between Research Institutions and Journals on Research Integrity Cases: Guidance from the Committee on Publication Ethics (COPE)","year":2012,"lang":"en","type":"article","venue":"Acta Informatica Medica","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Statens Serum Institut; University of California, San Diego; Cross River University of Technology; University of Minnesota; Karolinska Institutet; University of Aberdeen; Universidade Federal do Rio de Janeiro; University of Connecticut; Monash University; Cardiff University; University of New South Wales; York University; Sveučilište u Zagrebu; Christian Medical College, Vellore; University of Oxford; Nanyang Technological University","keywords":"Scientific misconduct; Misconduct; Publication; Safeguarding; Officer; Suspect; Research integrity; Research ethics; Publishing; Political science; Public relations; Publish or perish; Psychology; Law; Engineering ethics; Medicine; Engineering; Alternative medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity","scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity"],"domain":null,"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":[0.4923226,0.001798177,0.004072145,0.005957804,0.01253508,0.03710837,0.008224889,0.06160362,0.01068028],"category_scores_gemma":[0.6426054,0.005376772,0.003824903,0.007891716,0.01844051,0.02556117,0.01783561,0.03699002,0.02079313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01246928,"about_ca_system_score_gemma":0.1614913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00468446,"about_ca_topic_score_gemma":0.01011414,"domain_scores_codex":[0.4419424,0.3633296,0.0940803,0.00946507,0.07470469,0.01647793],"domain_scores_gemma":[0.197792,0.4427243,0.04509434,0.0753505,0.2016434,0.03739545],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000186403,0.000326301,0.001995559,0.001160053,0.00005628751,0.001102972,0.01162849,0.0003886895,0.001447399,0.03410063,0.8923497,0.05525749],"study_design_scores_gemma":[0.0002535908,0.0001413215,0.002096656,0.004271589,0.00005865505,0.002016532,0.006217069,0.00106882,0.001666512,0.02991745,0.9519404,0.0003513579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.004325898,0.004957997,0.05629767,0.8103216,0.01621806,0.01869949,0.0005887244,0.001596522,0.08699402],"genre_scores_gemma":[0.04904113,0.008691335,0.3664328,0.4403426,0.01224743,0.04654881,0.001043692,0.002246964,0.07340528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9383964,"threshold_uncertainty_score":0.6260566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5231173335945136,"score_gpt":0.5377257422074923,"score_spread":0.01460840861297863,"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."}}