{"id":"W4409268646","doi":"10.61373/bm025k.0032","title":"Romina Mizrahi: The crucial role of positron emission tomography (PET) in precision medicine in psychiatry","year":2025,"lang":"en","type":"article","venue":"Brain medicine :","topic":"Diet and metabolism studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Positron emission tomography; Brain positron emission tomography; Medicine; Positron emission; Nuclear medicine; Medical physics; Psychology; Physics; Psychiatry; Preclinical imaging","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001550155,0.0002512132,0.0009143379,0.0009373822,0.00006599786,0.00000302922,0.0002597947,0.0001007059,0.0001086294],"category_scores_gemma":[0.001613001,0.0001408243,0.0001067314,0.001649354,0.0004205759,0.00005321385,0.0001104634,0.0004174656,0.000001942546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004034745,"about_ca_system_score_gemma":0.0001520516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009997443,"about_ca_topic_score_gemma":0.0004944575,"domain_scores_codex":[0.9977592,0.0001705356,0.0008483574,0.0003648305,0.00052001,0.0003371158],"domain_scores_gemma":[0.9986672,0.0005184495,0.0001575877,0.0004601548,0.0001005089,0.00009614634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002537539,0.0007075868,0.5212984,0.000543963,0.0001553376,0.00004728329,0.009838811,0.000003113042,0.06899378,0.005470101,0.2622368,0.1281673],"study_design_scores_gemma":[0.007922216,0.0005853721,0.9339615,0.005342481,0.0001958034,0.000009229892,0.006611279,0.00008761277,0.0005538702,0.007862279,0.03674198,0.0001263669],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8124812,0.03411982,0.00003967181,0.1049756,0.001681876,0.0009596225,0.000002109429,0.00003555031,0.04570454],"genre_scores_gemma":[0.9925797,0.001150651,0.0003064765,0.003417157,0.0007247807,0.00004757896,0.00001565972,0.00001959976,0.001738416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4126631,"threshold_uncertainty_score":0.5742649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005658938591680206,"score_gpt":0.2896955850377549,"score_spread":0.2840366464460747,"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."}}