{"id":"W4297855529","doi":"10.1097/der.0000000000000942","title":"Toward Probabilistic-Based (Naranjo-Like) Allergic Contact Dermatitis Algorithm","year":2022,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Allergic contact dermatitis; Probabilistic logic; Dermatology; Contact dermatitis; Algorithm; Artificial intelligence; Allergy; Computer science; Immunology","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":[0.00193157,0.0006146322,0.001535041,0.001199692,0.0009102894,0.001501135,0.003316156,0.00236242,0.006676428],"category_scores_gemma":[0.006075814,0.00058163,0.001479584,0.001006281,0.0006408927,0.00148833,0.001793018,0.001846824,0.001482254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151691,"about_ca_system_score_gemma":0.002575152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006574401,"about_ca_topic_score_gemma":0.009759528,"domain_scores_codex":[0.9992431,0.0001885518,0.00004970188,0.0001821249,0.0002465069,0.00009002853],"domain_scores_gemma":[0.9974692,0.001579324,0.0001178898,0.0001740332,0.0005303329,0.0001292789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002705912,0.000362636,0.002532699,0.0002586608,0.0001223094,0.0001257332,0.00007753307,0.7166516,0.00275828,0.02319953,0.01290688,0.2407335],"study_design_scores_gemma":[0.00002528156,0.00002082391,0.00009987508,0.000008572471,0.00001074093,0.00002896839,0.000006146729,0.9917823,0.0002158963,0.007091504,0.0007054802,0.000004303247],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01597185,0.0006980844,0.9761454,0.0006793189,0.0001513236,0.0001102931,0.0002019561,0.001598199,0.004443496],"genre_scores_gemma":[0.1664494,0.0004151679,0.8244386,0.000906256,0.0002735175,0.0003131399,0.0008248124,0.0002898237,0.006089252],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006676428,"threshold_uncertainty_score":0.02233487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843831294600487,"score_gpt":0.2422375056444241,"score_spread":0.2237991926984193,"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."}}