{"id":"W4296163819","doi":"10.1097/der.0000000000000944","title":"Environmental Dermatitis","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005371862,0.0005905967,0.0004165042,0.00184381,0.0004922058,0.001623972,0.0003282868,0.0009155959,0.0760489],"category_scores_gemma":[0.001216703,0.0001654124,0.0004227913,0.001268593,0.0001782677,0.0007059126,0.0006734264,0.001004939,0.03323238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003609163,"about_ca_system_score_gemma":0.0007494561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001313213,"about_ca_topic_score_gemma":0.003153845,"domain_scores_codex":[0.9993367,0.0001230677,0.00006937878,0.00007989973,0.0003011286,0.00008986727],"domain_scores_gemma":[0.9990196,0.0001433892,0.0001528661,0.00005734999,0.0004829496,0.0001437972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001578787,0.00006171008,0.001962694,0.001816625,0.00004769281,0.0007014102,0.00006036755,0.00003966968,0.00265084,0.001249334,0.4877159,0.5035359],"study_design_scores_gemma":[0.000006401332,0.00002966024,0.002320317,0.0004078799,0.00001671676,0.002264683,0.00004571767,0.000006219022,0.0003328673,0.0002224141,0.9943428,0.000004264801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009331061,0.4332271,0.00438557,0.03367215,0.01671187,0.00039004,0.008614202,0.002276547,0.4913915],"genre_scores_gemma":[0.07220009,0.4233336,0.005910139,0.02208607,0.01657018,0.0002018706,0.009448709,0.0003828198,0.4498666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0760489,"threshold_uncertainty_score":0.254409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008284415009687345,"score_gpt":0.2134898786944681,"score_spread":0.2052054636847807,"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."}}