{"id":"W2318775556","doi":"10.1097/der.0b013e3182979762","title":"Pragmatism and the Evaluation of Metal Hypersensitivity Reactions","year":2013,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Skin reaction; Gold standard (test); Patch testing; Delayed hypersensitivity; Dermatology; Hypersensitivity reaction; Intensive care medicine; Contact dermatitis; Internal medicine; Immunology; 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":[0.0004915234,0.0001930739,0.0005696185,0.0001168882,0.00009060068,0.00004446727,0.00005423114,0.0002530569,0.0004181795],"category_scores_gemma":[0.0003040738,0.0001273464,0.0001594024,0.00008046033,0.0002440634,0.0001605531,0.00004283205,0.0006349558,0.00005320664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004391169,"about_ca_system_score_gemma":0.0001125994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207793,"about_ca_topic_score_gemma":0.00007607006,"domain_scores_codex":[0.9981143,0.0004038049,0.0004133615,0.0001710746,0.0007428437,0.0001545574],"domain_scores_gemma":[0.9984721,0.0003832225,0.0003181788,0.000384753,0.0004107399,0.00003099511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002048502,0.00001368361,0.00003716962,0.0004068229,0.0003166284,0.00004943777,0.0004475238,7.101779e-7,0.00006221005,0.000260707,0.9763951,0.02200792],"study_design_scores_gemma":[0.002944321,0.00002822637,0.05820346,0.0005460388,0.001561646,0.001671455,0.000158975,0.003757898,0.0001895744,0.0009738654,0.9297625,0.0002020099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02910722,0.001566536,0.00004530696,0.940305,0.0003267292,0.001388155,0.00007132866,0.00003940181,0.02715035],"genre_scores_gemma":[0.5391899,0.0009521755,0.0002464143,0.4564154,0.0007254847,0.0002218475,0.0003963207,0.00003974649,0.00181273],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5100827,"threshold_uncertainty_score":0.5193035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02882004619259758,"score_gpt":0.272345472118099,"score_spread":0.2435254259255014,"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."}}