{"id":"W4400720508","doi":"10.1089/derm.2023.0305","title":"Patch Testing Delivery: A Cross-Sectional Inquiry into the Experiences of Patch Testing Dermatologists","year":2024,"lang":"en","type":"letter","venue":"Dermatitis","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Patch testing; Medicine; Dermatology; Contact dermatitis; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003687778,0.0004838802,0.0007434381,0.0002884562,0.0002047951,0.0002917754,0.0005147636,0.0004795305,0.0001528381],"category_scores_gemma":[0.003316112,0.0003465718,0.0001899643,0.0008500351,0.00151914,0.0002857591,0.0003184194,0.001934841,0.0001498475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001508259,"about_ca_system_score_gemma":0.0004202587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001270646,"about_ca_topic_score_gemma":0.00001480039,"domain_scores_codex":[0.9963886,0.0001090501,0.001120844,0.0006221867,0.001198477,0.000560878],"domain_scores_gemma":[0.9962838,0.001809132,0.000463736,0.000650244,0.0006924497,0.0001005845],"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":[0.000002496085,0.00002424346,0.2141087,0.001994203,0.0001121825,0.002800576,0.01865619,0.00000356031,0.00002757008,0.000002224286,0.7585415,0.003726569],"study_design_scores_gemma":[0.001855409,0.0006244162,0.2326371,0.01371927,0.0007268705,0.02695426,0.01349718,0.005689854,0.002262852,0.002018693,0.6982229,0.001791226],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.704028,0.00318114,0.0001843083,0.2729195,0.004186949,0.0007934356,0.00003747573,0.0005440926,0.01412514],"genre_scores_gemma":[0.5664729,0.00002730841,0.0038555,0.4246684,0.003513243,0.0002651574,0.0003069341,0.0001109943,0.0007795243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1517489,"threshold_uncertainty_score":0.9998986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0669731989441032,"score_gpt":0.3320568330235384,"score_spread":0.2650836340794352,"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."}}