{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000183124,0.0001838501,0.0004549501,0.0000966541,0.0002256321,0.0000285853,0.000200371,0.0001012593,0.00001597882],"category_scores_gemma":[0.004318411,0.0002040204,0.0001226135,0.0005957098,0.0001733142,0.000174793,0.0001830478,0.0002918067,0.00001121566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007745965,"about_ca_system_score_gemma":0.00006951176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004360377,"about_ca_topic_score_gemma":0.0007963062,"domain_scores_codex":[0.9980873,0.0001445564,0.0004062891,0.0006356144,0.0003449013,0.0003812656],"domain_scores_gemma":[0.9983376,0.0009820302,0.0001616033,0.0003912484,0.00006899396,0.00005857526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006314344,0.0002630822,0.9208933,0.00007223213,0.00002018763,0.00001082724,0.0008458582,0.001325527,0.001868919,0.00006767677,0.07223383,0.002335487],"study_design_scores_gemma":[0.003857905,0.0001602229,0.8408982,0.0003731867,0.00003890313,0.00004366868,0.009942326,0.01017048,0.1120576,0.004430512,0.0171435,0.0008835476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302611,0.002667258,0.04234308,0.001529091,0.02235568,0.0002574454,0.0001151592,0.0001111176,0.0003600873],"genre_scores_gemma":[0.9314392,0.00004427776,0.06717335,0.0009921152,0.0001050293,0.00002163057,0.000006501082,0.00002560606,0.0001922627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1101886,"threshold_uncertainty_score":0.831971,"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."}}