{"id":"W4417275283","doi":"10.1177/00048674251399029","title":"Artificial intelligence and academic publishing in psychiatry","year":2025,"lang":"en","type":"editorial","venue":"Australian & New Zealand Journal of Psychiatry","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Publishing; MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02237858,0.003511472,0.004406187,0.01281195,0.006313284,0.02176341,0.004600903,0.02089461,0.03827829],"category_scores_gemma":[0.07906233,0.001973306,0.002488505,0.00522844,0.005451428,0.007016871,0.003413051,0.01733702,0.0192154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007006724,"about_ca_system_score_gemma":0.00940758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723129,"about_ca_topic_score_gemma":0.01031386,"domain_scores_codex":[0.9785509,0.003749639,0.002763278,0.001346339,0.01246353,0.001126373],"domain_scores_gemma":[0.8754487,0.04369123,0.008141958,0.004075699,0.0515078,0.01713464],"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":[0.00002861936,0.00001162429,0.00003305743,0.0003306331,0.00002074689,0.000102837,0.00002750974,0.00002099994,0.00003145366,0.0004261536,0.9935887,0.005377765],"study_design_scores_gemma":[0.00008352167,0.0000225103,0.0003872919,0.0008929209,0.00006782788,0.0002589507,0.000126777,0.000176664,0.00007532555,0.00224308,0.9956383,0.00002683439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003648058,0.004978623,0.00006120504,0.04260687,0.9505532,0.00001497507,0.00002789652,0.00003666833,0.001684222],"genre_scores_gemma":[0.0005081904,0.004142821,0.00008417574,0.009332774,0.976536,0.00001422912,0.00001962609,0.00003435612,0.009327844],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.9776214,"threshold_uncertainty_score":0.1280536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016090604313271,"score_gpt":0.4187655318261864,"score_spread":0.3171564713948593,"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."}}