{"id":"W2320860830","doi":"10.1097/01206501-200606000-00022","title":"TRICKS AND TIPS FROM 10 YEARS OF PATCH TESTING AND TEACHING","year":2006,"lang":"en","type":"article","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; Patch testing; Medical physics; Medical education; Dermatology; Immunology; Contact dermatitis","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":[0.00009303319,0.00004263373,0.00006648205,0.00001785674,0.00004076336,0.00002348936,0.00004431521,0.00002110359,0.0000742484],"category_scores_gemma":[0.0000359124,0.00004432294,0.000007833134,0.00003171912,0.00004751466,0.00008255872,0.0000853915,0.00004370845,0.000009899072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007615898,"about_ca_system_score_gemma":5.094061e-7,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008882348,"about_ca_topic_score_gemma":0.00006087128,"domain_scores_codex":[0.9996216,0.00002283026,0.0001061531,0.00009904762,0.00008222042,0.00006815358],"domain_scores_gemma":[0.9997757,0.00009087403,0.00004575662,0.00007052402,0.0000012894,0.00001587272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[3.105173e-7,0.00001202144,0.4643275,0.000007726825,0.000002336248,0.000005484324,0.0001174569,0.00000925897,0.0005592958,0.00005209103,0.01584128,0.5190653],"study_design_scores_gemma":[0.0001307737,0.00001970814,0.9647538,0.00003344269,0.000008943017,0.000004875167,0.00003878669,0.001917347,0.0007707687,0.005059619,0.02717532,0.00008659687],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652605,0.00006347126,0.001493743,0.0000961826,0.00001045143,0.0000549783,0.000004806836,0.00004444151,0.03297143],"genre_scores_gemma":[0.9775542,0.00001562772,0.02207303,0.00008603677,0.00001344796,0.000002288039,0.000003219084,0.000004514282,0.0002476573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5189787,"threshold_uncertainty_score":0.9977176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008231975686431803,"score_gpt":0.2044761503806332,"score_spread":0.1962441746942014,"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."}}