{"id":"W4282964180","doi":"10.1001/jamadermatol.2022.2044","title":"Isotretinoin Laboratory Monitoring in Acne Treatment","year":2022,"lang":"en","type":"article","venue":"JAMA Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Calgary; University of British Columbia","funders":"","keywords":"Isotretinoin; Medicine; Acne; Dermatology; Internal medicine; Family medicine","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":[0.00005447623,0.0001258081,0.0003186347,0.0001360174,0.0001333125,0.000007578528,0.00004746204,0.00006947118,0.0002220956],"category_scores_gemma":[0.00001530176,0.00009996058,0.00005586285,0.0002124624,0.0000257904,0.00004461374,0.00005683028,0.0001717504,0.00005022547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002415896,"about_ca_system_score_gemma":0.0001001535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000921457,"about_ca_topic_score_gemma":0.000005610686,"domain_scores_codex":[0.999131,0.000115612,0.0001774674,0.0002007023,0.0001090846,0.0002661799],"domain_scores_gemma":[0.9996164,0.0000580181,0.00004386045,0.000189074,0.00001640869,0.00007619978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003084804,0.0008517769,0.9737206,0.00003942722,0.0001075574,0.006799485,0.001174144,0.00002914382,0.00276882,0.0001717447,0.003887689,0.01014117],"study_design_scores_gemma":[0.02168638,0.002415078,0.5216968,0.00007706742,0.0002449139,0.00496729,0.003389702,0.0005083289,0.04342447,0.0001301381,0.4009648,0.000495071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915468,0.001484653,0.000002659925,0.004442607,0.0003009418,0.0002490877,0.00001271839,0.00004942576,0.001911102],"genre_scores_gemma":[0.9982516,0.0001208248,0.0001392836,0.0005118442,0.00009439648,0.0001883273,0.00003006481,0.000015904,0.0006477965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4520237,"threshold_uncertainty_score":0.4076274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325604104104593,"score_gpt":0.2773617420967244,"score_spread":0.2641057010556785,"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."}}