{"id":"W3166825314","doi":"10.1503/cjs.009821","title":"Predatory journal publishing: Is this an alternate universe?","year":2021,"lang":"en","type":"editorial","venue":"Canadian Journal of Surgery","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Publishing; Library science; Literature","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","scholarly_communication"],"domain":"evaluation","study_design":"not_applicable","genre":"editorial","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity","scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"editorial","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":[],"category_scores_codex":[0.01520768,0.0008676812,0.001365733,0.002560957,0.004746398,0.02337217,0.002845061,0.00989362,0.01579972],"category_scores_gemma":[0.07917369,0.000559553,0.00084546,0.001846129,0.01177626,0.01710823,0.003499868,0.01234837,0.006580377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003757944,"about_ca_system_score_gemma":0.006274337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002492748,"about_ca_topic_score_gemma":0.006034635,"domain_scores_codex":[0.9827278,0.003190593,0.001317407,0.001509916,0.009831321,0.001422919],"domain_scores_gemma":[0.9232031,0.02843974,0.004832334,0.004530851,0.02572897,0.01326502],"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":[0.00007291705,0.00002947079,0.0005924271,0.0005311416,0.00003346096,0.0004524598,0.0007779265,0.00004146143,0.0001844229,0.05412295,0.905677,0.03748456],"study_design_scores_gemma":[0.00001758139,0.00001713196,0.0002976161,0.0002780486,0.00001667441,0.0003829814,0.0006379339,0.00009828106,0.00009948472,0.0150633,0.9830695,0.00002138131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0009004053,0.01150447,0.001238869,0.5086571,0.4543392,0.00002766879,0.00007539389,0.0002126309,0.0230442],"genre_scores_gemma":[0.03162535,0.02508235,0.00209413,0.27016,0.6216223,0.00006779347,0.00008521554,0.0003341453,0.04892861],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.9901064,"threshold_uncertainty_score":0.08042687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.117176255231311,"score_gpt":0.3531424655096299,"score_spread":0.2359662102783189,"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."}}