{"id":"W7154618778","doi":"10.2310/6620.2009.00005aa","title":"Value of Extensive Patch Testing","year":2009,"lang":"en","type":"article","venue":"Dermatitis","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[0.00007823936,0.00005198632,0.00009953482,0.0000226925,0.00005746056,0.00003317381,0.00007149278,0.00002412417,0.0008927235],"category_scores_gemma":[0.0001077151,0.00004396743,0.00001544054,0.00008335379,0.00002494342,0.0001008785,0.00001121496,0.00002151398,0.0001425136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007564887,"about_ca_system_score_gemma":0.00001517374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003600584,"about_ca_topic_score_gemma":0.000005266974,"domain_scores_codex":[0.9995077,0.0000431762,0.0001617036,0.00007883356,0.0001010525,0.000107595],"domain_scores_gemma":[0.9996936,0.00002348872,0.00006528285,0.00009033819,0.0001000524,0.00002719162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002542271,0.00001579203,0.0003582216,0.00002349557,0.00000111439,0.000004485577,0.000452827,0.00002964724,0.9843817,0.001011556,0.006725242,0.006993352],"study_design_scores_gemma":[0.00009743198,0.00008439005,0.03281756,0.00003611097,0.000003506572,0.00003345517,0.00003773614,0.0002528876,0.9591255,0.001770755,0.00566336,0.00007728019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825736,0.00006865858,0.0002853723,0.0007480572,0.0002666458,0.00006248793,0.000007225792,0.00007228959,0.01591565],"genre_scores_gemma":[0.9949217,0.000006850034,0.002920216,0.001947254,0.00005241335,0.000002067369,0.000001423518,0.000003329061,0.0001447502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03245934,"threshold_uncertainty_score":0.9774697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02236856246476551,"score_gpt":0.2378655028050592,"score_spread":0.2154969403402937,"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."}}