{"id":"W2956022268","doi":"10.1097/der.0000000000000482","title":"Pioneers in Dermatology: The American Contact Dermatitis Society Fall 2018 Meeting","year":2019,"lang":"en","type":"article","venue":"Dermatitis","topic":"Medicine and Dermatology Studies History","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology; Contact dermatitis; Allergy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002080488,0.0002712603,0.0008419158,0.0001357532,0.0001844645,0.000014365,0.0001976183,0.0001135017,0.00007091436],"category_scores_gemma":[0.00009093833,0.0002026571,0.0002188314,0.0003942523,0.0004299055,0.0001311674,0.00009351033,0.0005096644,0.0006665934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001832227,"about_ca_system_score_gemma":0.0001295423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006213649,"about_ca_topic_score_gemma":0.0002885916,"domain_scores_codex":[0.9980134,0.0001609882,0.0006022406,0.0003247242,0.0003504744,0.0005481264],"domain_scores_gemma":[0.9985903,0.000386386,0.0002829679,0.0005225517,0.00008396822,0.0001338109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000007763744,0.00004730482,0.3476805,0.0001992126,0.0001406661,0.0002744738,0.002459124,0.000003009842,0.0001368153,0.0001598753,0.6481506,0.0007405966],"study_design_scores_gemma":[0.002696481,0.0001221962,0.534454,0.0003173279,0.0001201003,0.002058002,0.006510645,0.001286319,0.0002932078,0.00005008452,0.4517734,0.0003182157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8745249,0.002483297,0.0001493159,0.0533851,0.0006031027,0.0007656941,0.00001017898,0.0001423053,0.06793612],"genre_scores_gemma":[0.8278174,0.0008608799,0.0005335428,0.17022,0.00007944737,0.00006026393,0.00003151756,0.00003038789,0.0003665216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1963773,"threshold_uncertainty_score":0.8567932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028579626587073,"score_gpt":0.2489138984751123,"score_spread":0.2386281022092416,"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."}}