{"id":"W2605864173","doi":"10.1212/cpj.0000000000000345","title":"Neurology and mental health","year":2017,"lang":"en","type":"letter","venue":"Neurology Clinical Practice","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Neurology; Mental health; Engineering ethics; Psychology; Psychiatry; Engineering","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00162678,0.0003854485,0.0008707724,0.00008967383,0.001421689,0.0001788763,0.0005013843,0.001133314,0.001318896],"category_scores_gemma":[0.0009668613,0.0003496339,0.0001741869,0.000009534367,0.001409745,0.0003207178,0.000224219,0.008381316,0.000576837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007562667,"about_ca_system_score_gemma":0.0002805924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008080616,"about_ca_topic_score_gemma":0.0003808192,"domain_scores_codex":[0.9946387,0.002172982,0.001143932,0.0009945843,0.0002793835,0.0007704581],"domain_scores_gemma":[0.9934412,0.003758893,0.001622209,0.0008345998,0.00007225064,0.0002708151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006250449,0.0001221314,0.000427604,0.0001293119,0.0000528063,0.00049319,0.0003966812,8.215618e-9,6.343788e-9,0.001332011,0.9894471,0.006974151],"study_design_scores_gemma":[0.0008125626,0.003852059,0.0003484812,0.00001132778,0.00004880247,0.0005885459,0.00002068259,0.000007424347,4.752271e-9,0.000817195,0.9932677,0.0002252119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000539574,0.001482707,6.506506e-7,0.8783914,0.02363039,0.0004842865,0.0001422698,0.00007560036,0.09525306],"genre_scores_gemma":[0.0005023614,0.002060134,0.00006931285,0.9621649,0.02711171,0.00002013163,0.0002093749,0.00006436704,0.007797644],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08745541,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339569630015187,"score_gpt":0.4362027607556474,"score_spread":0.3022457977541287,"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."}}