{"id":"W1855070824","doi":"10.1684/ejd.2013.2033","title":"Predictive markers of response to isotretinoin in female acne","year":2013,"lang":"en","type":"article","venue":"European Journal of Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Isotretinoin; Medicine; Acne; Dermatology; Dermatologic agents; Genetics; Antibiotics; Biology","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":[0.0003880596,0.0002794256,0.0002840106,0.0007043348,0.0001616976,0.0003560633,0.0001650524,0.0003748739,0.002556828],"category_scores_gemma":[0.002284397,0.00008516439,0.0002511471,0.0004663488,0.0001415499,0.0002262639,0.000186173,0.0003726274,0.0004142166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097704,"about_ca_system_score_gemma":0.0001070507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004590768,"about_ca_topic_score_gemma":0.0003836098,"domain_scores_codex":[0.9998129,0.00005333148,0.00002123161,0.00003302124,0.00005035853,0.00002911097],"domain_scores_gemma":[0.9981949,0.0006020585,0.0007053472,0.00005868672,0.0001884593,0.0002504596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001704013,0.00002090836,0.997604,0.00000764409,0.0000116528,0.00009034491,0.00001468754,0.00004650801,0.0003253355,0.000006335591,0.00004090594,0.001661198],"study_design_scores_gemma":[0.000005187681,0.0002355229,0.9979005,0.00000829614,0.00002509402,0.0009918921,0.00006120752,0.0002756048,0.0002110767,0.00001719756,0.0002660468,0.000002374387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978192,0.0008658514,0.0001372628,0.00004371187,0.000008547655,0.00001257988,0.0002502223,0.000008494178,0.0008540368],"genre_scores_gemma":[0.9995692,0.00009772011,0.00007532396,0.000008043364,0.000009981987,0.000005244589,0.0001264398,0.000001401804,0.0001067002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002556828,"threshold_uncertainty_score":0.008553445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009227676825452093,"score_gpt":0.2488978773893257,"score_spread":0.2396702005638736,"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."}}