{"id":"W4408693091","doi":"10.3390/jcm14072156","title":"Axis I Psychiatric Disorders and Substance Abuse: A Systematic Review of Neuroimaging Findings","year":2025,"lang":"en","type":"review","venue":"Journal of Clinical Medicine","topic":"Alcoholism and Thiamine Deficiency","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Neuroimaging; Psychiatry; Substance abuse; Substance use","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006382357,0.0004619543,0.0116358,0.0006703045,0.00003978336,0.000004494227,0.0004150095,0.0002629349,0.00004401267],"category_scores_gemma":[0.01402653,0.00024766,0.001357832,0.001251877,0.0003803741,0.00007907981,0.00003050431,0.001568776,0.000003693754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000321757,"about_ca_system_score_gemma":0.0005093466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002684111,"about_ca_topic_score_gemma":8.305474e-7,"domain_scores_codex":[0.9901518,0.0006217173,0.007677955,0.0003638232,0.0009283594,0.000256343],"domain_scores_gemma":[0.988965,0.00467678,0.004991078,0.000618185,0.0004254155,0.0003234854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003446259,0.0001124483,0.0004429938,0.9528394,0.000271665,0.00006846934,0.00004832372,5.459766e-9,2.134371e-8,0.00004177581,0.001815021,0.04432542],"study_design_scores_gemma":[0.001557672,0.00120242,0.0002052161,0.9120613,0.02222682,0.0008268189,0.00002388614,0.000001402979,1.471507e-8,0.00004060508,0.06171218,0.0001416255],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008384534,0.9944429,0.00008430851,0.001491731,0.001504443,0.001523443,0.000006861669,0.00001015908,0.0008522854],"genre_scores_gemma":[0.00005282454,0.997785,0.0001691106,0.001060623,0.0005893116,0.00001146615,0.000007065078,0.00003419524,0.0002903658],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05989716,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06485361463509808,"score_gpt":0.4562708491708135,"score_spread":0.3914172345357154,"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."}}