{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0109591,0.0002752041,0.0004034481,0.000768573,0.0007225403,0.001081484,0.0005590764,0.0007569193,0.001849088],"category_scores_gemma":[0.02981702,0.0001445088,0.0003188599,0.0005938578,0.0005567441,0.001064346,0.001280278,0.001003151,0.000401232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005908256,"about_ca_system_score_gemma":0.001357012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009315845,"about_ca_topic_score_gemma":0.001170092,"domain_scores_codex":[0.9863126,0.009378541,0.001386846,0.0003963521,0.002160536,0.0003652471],"domain_scores_gemma":[0.9839607,0.007190542,0.004175293,0.0005524002,0.00331591,0.0008051446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001189276,0.0004910549,0.6265688,0.001293511,0.0001305255,0.001389782,0.005890929,0.0009206174,0.005337508,0.0003667805,0.004936018,0.3514853],"study_design_scores_gemma":[0.0002485398,0.005253154,0.9169887,0.002799171,0.0002615473,0.01032268,0.01072123,0.007337217,0.01133162,0.001655739,0.03296248,0.0001178015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595717,0.01049213,0.008521528,0.005364309,0.0002410465,0.0006423256,0.0001323237,0.0001067407,0.01492797],"genre_scores_gemma":[0.9937118,0.001039298,0.004137805,0.0005108596,0.00008565374,0.000155544,0.00005828896,0.00000709537,0.0002936293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0109591,"threshold_uncertainty_score":0.05795795,"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."}}