{"id":"W3133026616","doi":"10.3389/fpsyt.2021.617997","title":"Multisite Comparison of MRI Defacing Software Across Multiple Cohorts","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heart and Stroke Foundation; Centre for Addiction and Mental Health; Queen's University; McMaster University; St. Joseph’s Healthcare Hamilton; University of British Columbia; Ontario Brain Institute; Hospital for Sick Children; University of Calgary; St. Michael's Hospital; Sunnybrook Health Science Centre; University of Toronto; Western University; Holland Bloorview Kids Rehabilitation Hospital; Baycrest Hospital; University Health Network; Health Sciences Centre","funders":"Faculty of Health Sciences, Queen's University; Natural Sciences and Engineering Research Council of Canada; Temerty Family Foundation; Servier; University of British Columbia; Queen's University; London Health Sciences Foundation; Strong; Government of Ontario; Centre for Addiction and Mental Health; University of Ottawa; Hospital for Sick Children; Pfizer; Ontario Brain Institute; University of Calgary; Canadian Institutes of Health Research; Centre for Addiction and Mental Health Foundation; McMaster University; H. Lundbeck A/S; Bruyère Research Institute; Bristol-Myers Squibb","keywords":"Software; Neuroimaging; Population; Preprocessor; Computer science; Artificial intelligence; Skull; Medicine; Medical physics; Pattern recognition (psychology); Surgery; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01854285,0.00174195,0.00143083,0.002889042,0.0009665499,0.002567685,0.002207906,0.001594719,0.005221894],"category_scores_gemma":[0.05141093,0.001013907,0.002635576,0.001178053,0.001063852,0.001967118,0.002050073,0.002024038,0.004384491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006216502,"about_ca_system_score_gemma":0.0009543606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005634364,"about_ca_topic_score_gemma":0.009864371,"domain_scores_codex":[0.9940078,0.001604847,0.0007238811,0.002229815,0.001128237,0.0003054911],"domain_scores_gemma":[0.9813852,0.009406276,0.001224958,0.004062562,0.003452995,0.0004680232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02670905,0.001235487,0.4938353,0.002832422,0.01802849,0.001873862,0.005106802,0.02637923,0.05618487,0.003973424,0.07973732,0.2841038],"study_design_scores_gemma":[0.00283407,0.006587779,0.6888131,0.001046317,0.008103319,0.009582407,0.003131795,0.1193573,0.07117171,0.0189879,0.06945972,0.0009247113],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783908,0.002727418,0.07870048,0.001095171,0.0008284985,0.0009167298,0.01895541,0.01285264,0.005532749],"genre_scores_gemma":[0.861545,0.0008953341,0.08138601,0.001140324,0.0002228251,0.001410507,0.03838407,0.01158787,0.003428002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01854285,"threshold_uncertainty_score":0.09806508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02266122651472162,"score_gpt":0.2988540030059483,"score_spread":0.2761927764912266,"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."}}