{"id":"W4390844186","doi":"10.1016/j.xjidi.2024.100257","title":"Responsible but Innovative Use of Artificial Intelligence in Scientific Publishing","year":2024,"lang":"en","type":"article","venue":"JID Innovations","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto","funders":"","keywords":"Publishing; Field (mathematics); Computer science; Artificial intelligence; World Wide Web; Data science; Political science; Law","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.09114881,0.001200809,0.00182209,0.01005452,0.007674726,0.04093765,0.005491167,0.008723817,0.02632748],"category_scores_gemma":[0.1765745,0.00158702,0.001544188,0.01034271,0.05176922,0.04612359,0.02081618,0.01153367,0.01365823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008627024,"about_ca_system_score_gemma":0.01289653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005365,"about_ca_topic_score_gemma":0.001643221,"domain_scores_codex":[0.8762507,0.06789161,0.01003471,0.01197032,0.03118086,0.002671686],"domain_scores_gemma":[0.7370249,0.1300905,0.01150404,0.09678076,0.01910969,0.005490044],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002084962,0.00001822959,0.0002929652,0.0004449474,0.00004101462,0.00008033811,0.00237669,0.0002270667,0.000187529,0.8902174,0.03861387,0.06747903],"study_design_scores_gemma":[0.00002462125,0.00001889951,0.0003020159,0.001170279,0.00002049477,0.0001709587,0.0007786582,0.0004747853,0.0003008966,0.4551724,0.5415248,0.00004128608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.004233131,0.07281158,0.1278691,0.2434637,0.01992464,0.0004888153,0.0006211517,0.002168596,0.5284193],"genre_scores_gemma":[0.4779319,0.06844246,0.1500269,0.07210842,0.03941344,0.002770091,0.001222029,0.004305645,0.1837792],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9590623,"threshold_uncertainty_score":0.4820467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.355405620768417,"score_gpt":0.4578113554926035,"score_spread":0.1024057347241865,"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."}}