{"id":"W1986537006","doi":"10.2310/6620.2006.05062","title":"Optimizing Reproducibility for Clinical Studies Involving Patch Testing and Application of Topical Preparations","year":2006,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproducibility; Syringe; Medicine; Patch testing; Repeatability; Biomedical engineering; Chromatography; Chemistry; Contact dermatitis; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1662535,0.001876629,0.002466762,0.002316931,0.001742289,0.002831718,0.002540785,0.003059105,0.005127172],"category_scores_gemma":[0.2029591,0.001070423,0.002179724,0.002099039,0.002744808,0.001831861,0.002126912,0.001668672,0.003121809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315822,"about_ca_system_score_gemma":0.002073441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00117427,"about_ca_topic_score_gemma":0.002087688,"domain_scores_codex":[0.8086326,0.1201904,0.01858528,0.01259389,0.03796081,0.002037008],"domain_scores_gemma":[0.7277857,0.1498978,0.02271194,0.04316083,0.05489448,0.001549221],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.009592051,0.003206418,0.2540696,0.008127752,0.002173261,0.001055657,0.005396862,0.005281163,0.3124489,0.004656713,0.01609022,0.3779014],"study_design_scores_gemma":[0.001393466,0.02860394,0.4677466,0.00307793,0.002810506,0.0058066,0.001899631,0.01765425,0.3673493,0.009163868,0.0938543,0.0006397596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.326371,0.01804899,0.605427,0.00404634,0.004515407,0.01412919,0.001802094,0.002413503,0.02324659],"genre_scores_gemma":[0.5920743,0.001739369,0.3852195,0.002051814,0.0009714221,0.0122586,0.001448126,0.0009625474,0.003274244],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8337466,"threshold_uncertainty_score":0.879243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08822997109123423,"score_gpt":0.3820674590047949,"score_spread":0.2938374879135607,"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."}}