{"id":"W4389134013","doi":"10.1001/jamadermatol.2023.4579","title":"Risk of Suicide and Psychiatric Disorders Among Isotretinoin Users","year":2023,"lang":"en","type":"article","venue":"JAMA Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Isotretinoin; Psychiatry; Suicide prevention; Human factors and ergonomics; Poison control; Injury prevention; MEDLINE; Acne; Medical emergency; Dermatology","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":[],"consensus_categories":[],"category_scores_codex":[0.00006551823,0.0001059527,0.0002953662,0.000176919,0.00007323363,0.000005241482,0.00003488126,0.0001351152,0.00002582005],"category_scores_gemma":[0.00007084157,0.00007667991,0.00007191129,0.0002844713,0.0001260099,0.00004536295,0.00003384319,0.0001185577,0.00004348848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005781821,"about_ca_system_score_gemma":0.00001992186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002908199,"about_ca_topic_score_gemma":0.00008395547,"domain_scores_codex":[0.9993025,0.00005997251,0.0001763403,0.0001661847,0.00007787449,0.0002171006],"domain_scores_gemma":[0.9995213,0.0001335643,0.00008756273,0.0001560121,0.00001793141,0.00008366253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007013989,0.0000516732,0.9841393,0.00009913469,0.0001075851,0.00007464469,0.0002247308,0.000003617113,0.00005076788,0.000111373,0.01023325,0.004833844],"study_design_scores_gemma":[0.002199366,0.0001490018,0.9937267,0.00002372838,0.0002070912,0.0001360546,0.0002624005,0.0007172989,0.0003198861,0.0003986284,0.001783426,0.00007641357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941627,0.0005838015,0.00002638362,0.003318787,0.0001174909,0.0002028406,0.000008887273,0.0000673696,0.001511728],"genre_scores_gemma":[0.9976193,0.001703422,0.0001419299,0.0001849519,0.00002744803,0.00001189853,0.00002885175,0.00001387898,0.0002682685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009587466,"threshold_uncertainty_score":0.3126916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00624723209916559,"score_gpt":0.2557796827352324,"score_spread":0.2495324506360669,"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."}}