{"id":"W4318263668","doi":"10.1089/derm.0000000000000942","title":"Toward Probabilistic-Based (Naranjo-Like) Allergic Contact Dermatitis Algorithm","year":2023,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Allergic contact dermatitis; Medicine; Dermatology; Contact dermatitis; Algorithm; Family medicine; Computer science; Allergy; 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":[0.001121707,0.0002916705,0.0007757468,0.0006457489,0.0007166106,0.001133672,0.00174203,0.001582652,0.004201873],"category_scores_gemma":[0.004302253,0.0002693882,0.001020502,0.0004932986,0.0003456733,0.001032601,0.0009206552,0.00134762,0.00111335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008886495,"about_ca_system_score_gemma":0.001492301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004067425,"about_ca_topic_score_gemma":0.006093191,"domain_scores_codex":[0.9996279,0.00009343467,0.00002597172,0.0001041103,0.0001126859,0.00003580616],"domain_scores_gemma":[0.9985539,0.0007972269,0.0000610869,0.0001040619,0.0004116775,0.0000720184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005186371,0.0005321144,0.006443711,0.0002381247,0.000146331,0.0003568932,0.00009204029,0.3703453,0.007245196,0.04086352,0.04114003,0.5320781],"study_design_scores_gemma":[0.00003617117,0.00002528224,0.0002583594,0.000009158971,0.00001618693,0.0001375808,0.000009091692,0.9863187,0.000713948,0.01027256,0.002197914,0.000005092823],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.02569038,0.0005805323,0.9566384,0.004459996,0.0005204263,0.0001351893,0.0003071785,0.002028363,0.00963956],"genre_scores_gemma":[0.2428418,0.0003654475,0.7442964,0.001891482,0.0004752243,0.000173605,0.0005692343,0.0001587426,0.009228044],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004201873,"threshold_uncertainty_score":0.01405662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669251507993246,"score_gpt":0.2525153113847052,"score_spread":0.2258227963047728,"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."}}