{"id":"W1992149291","doi":"10.1097/der.0b013e3182a0a19d","title":"Stability of Patch Test Allergens","year":2013,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patch test; Patch testing; Allergen; Medicine; Expiration date; Allergic contact dermatitis; Expiration; Contact dermatitis; Test (biology); Dermatology; Skin test; Stability (learning theory); Immunology; Allergy; Computer science; Internal medicine; Pathology; Food science; Biology; Machine learning","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001005024,0.0003990085,0.002400221,0.0001350597,0.0000418991,0.0000280779,0.0001862014,0.000275721,0.004643515],"category_scores_gemma":[0.0002407135,0.0003037671,0.0006892811,0.0002169392,0.00008634396,0.0001031703,0.0001016886,0.0003252696,0.0005424586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008349898,"about_ca_system_score_gemma":0.0003135898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002833596,"about_ca_topic_score_gemma":0.0000863328,"domain_scores_codex":[0.9978852,0.00008288568,0.001124233,0.0002876289,0.0003366949,0.0002833391],"domain_scores_gemma":[0.9980747,0.0003587172,0.0004629255,0.000743526,0.0001974588,0.0001626837],"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":[2.130849e-7,0.0001443165,0.0003861914,0.04651741,0.0002147843,0.00005139558,0.0001308344,6.138166e-9,0.00000147638,0.00004703074,0.06395399,0.8885524],"study_design_scores_gemma":[0.0002192259,0.00006576449,0.001060448,0.01153746,0.0004511222,0.0002474485,0.00003457943,0.000006713817,0.00002207054,0.00001610142,0.986088,0.0002511049],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009906866,0.9887587,0.00001437779,0.0003296385,0.0002097432,0.001230007,0.0002983443,0.00007115113,0.008988983],"genre_scores_gemma":[0.0003333399,0.9977943,0.0003714758,0.0002649773,0.00012899,0.0001736279,0.0003416353,0.00005638799,0.0005353179],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.922134,"threshold_uncertainty_score":0.9999415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087120849033888,"score_gpt":0.3071875082124624,"score_spread":0.2563162997221235,"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."}}