{"id":"W2014835011","doi":"10.1080/21507740.2012.721454","title":"Neuroimaging and Mental Health: Drowning in a Sea of Acrimony","year":2012,"lang":"en","type":"article","venue":"AJOB Neuroscience","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Neuroimaging; Psychology; Mental health; Psychiatry; Psychoanalysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007668083,0.00004909297,0.0001345285,0.0000727681,0.00006176134,0.000002180587,0.00003917191,0.00001800044,0.000004677308],"category_scores_gemma":[0.0002338386,0.00004395336,0.00001743928,0.0001606799,0.0001308172,0.0001723116,0.0000414354,0.0001214253,0.000001482855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001135205,"about_ca_system_score_gemma":0.00002609261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003337806,"about_ca_topic_score_gemma":0.000003564901,"domain_scores_codex":[0.999272,0.0001129171,0.0001681421,0.0001354978,0.00007804148,0.0002333807],"domain_scores_gemma":[0.9997111,0.00005121227,0.00006311463,0.00008761836,0.000006468967,0.00008051546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001948732,0.00004262835,0.9429035,0.00003129044,3.067045e-7,0.000001922074,0.0003891387,6.472682e-7,0.05039467,0.0003182908,0.0002125476,0.005685574],"study_design_scores_gemma":[0.0002235127,0.0001443209,0.9953465,0.00004799632,0.00000231265,0.0001074341,0.00003037797,0.0005643542,0.001667738,0.00008447186,0.001745759,0.00003525],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949543,0.0005352601,0.0001495947,0.003413348,0.0003234837,0.0001243203,0.000001660971,0.00001107967,0.0004868858],"genre_scores_gemma":[0.9960547,0.00009567659,0.0003022577,0.00344846,0.0000216056,0.000001960933,0.000001246593,0.000003381478,0.00007068094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05244298,"threshold_uncertainty_score":0.1792366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04990355269983288,"score_gpt":0.3756037769351632,"score_spread":0.3257002242353303,"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."}}