{"id":"W2318604465","doi":"10.1097/der.0000000000000021","title":"Practical Standardization of Patch Testing","year":2014,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Standardization; Patch testing; Dermatology; Medical physics; Contact dermatitis; Immunology; Computer science","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":[0.0002102193,0.00012707,0.0001928519,0.00003948751,0.00004655403,0.00003571122,0.0001470963,0.0002145591,0.0005414553],"category_scores_gemma":[0.0001930268,0.0001226047,0.00004479025,0.0001335507,0.00008470327,0.0001072841,0.0001201374,0.0003503139,0.0001464902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005488346,"about_ca_system_score_gemma":0.000005937994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002772494,"about_ca_topic_score_gemma":0.000005553508,"domain_scores_codex":[0.9988348,0.0001022237,0.0002746497,0.0001963428,0.0004279459,0.0001640452],"domain_scores_gemma":[0.9992744,0.0001673018,0.0002560088,0.0002695509,0.00001431068,0.00001846377],"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":[1.246596e-7,0.000004817597,0.00320917,0.00007939449,0.000006080939,0.00003247051,0.00001729877,0.00005663639,0.000008737747,0.000006907196,0.9900606,0.006517788],"study_design_scores_gemma":[0.00004554241,0.00003037957,0.001298807,0.00009486511,0.00002453177,0.00001723041,0.000002614914,0.001112451,0.0005093305,0.000560732,0.9961638,0.0001396826],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001998126,0.000005940627,0.3081393,0.5321528,0.0001488335,0.0002925609,0.00002113313,0.0002040671,0.1588356],"genre_scores_gemma":[0.02915152,0.00004416413,0.1084105,0.8597809,0.0006547027,0.00003790948,0.0002201006,0.00006367997,0.001636527],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3276281,"threshold_uncertainty_score":0.5928556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02981894888833195,"score_gpt":0.2734245126310483,"score_spread":0.2436055637427163,"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."}}