{"id":"W2539118526","doi":"10.1097/der.0000000000000236","title":"Metal Hypersensitivity and Orthopedic Implants: Survey of Orthopedic Surgeons","year":2016,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Orthopedic surgery; Patch testing; Dentistry; Family medicine; Physical therapy; Surgery; Dermatology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003261673,0.0001561363,0.0004827762,0.0001239484,0.00005786027,0.00001218888,0.00003950017,0.00007087788,0.0002433772],"category_scores_gemma":[0.0003545535,0.0001034812,0.0000802916,0.0001460148,0.0001423277,0.0001922471,0.00006105811,0.00007555031,0.00003736252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001630978,"about_ca_system_score_gemma":0.00009036525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001830675,"about_ca_topic_score_gemma":0.003287077,"domain_scores_codex":[0.9988189,0.0001384909,0.0003605102,0.0001920109,0.000253629,0.0002364972],"domain_scores_gemma":[0.998893,0.0004094953,0.0001198706,0.0002496583,0.0001705826,0.0001573946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002049771,0.00007435951,0.8539892,0.0001362226,0.0001662893,0.0003381022,0.0001660581,4.603489e-8,0.002573171,0.0001681336,0.008067187,0.1343007],"study_design_scores_gemma":[0.001134623,0.00007035561,0.9843034,0.0002073906,0.00005957763,0.001051392,0.00004236345,0.0000164103,0.00103916,0.00001532774,0.0119249,0.0001351192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936842,0.0004963665,0.0002199317,0.002111428,0.0001496146,0.0001817774,0.0004328419,0.00004931649,0.00267455],"genre_scores_gemma":[0.9970856,0.001518469,0.00008219448,0.0007503425,0.00002966448,0.000006464804,0.00005522871,0.00001797232,0.0004541204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1341656,"threshold_uncertainty_score":0.421984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150137537381438,"score_gpt":0.2521283585785266,"score_spread":0.2306269832047122,"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."}}