{"id":"W2997870564","doi":"10.1097/der.0000000000000533","title":"Dubiously Doubtful: An Exploration of the Literature Concerning Doubtful, Macular Erythema, “?+,” and “+/−” Patch Test Reactions","year":2020,"lang":"en","type":"review","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Test (biology); Dermatology; Patch test; Erythema; Patch testing; Contact dermatitis; Geology; Paleontology; Allergy; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009803001,0.0004259649,0.001409699,0.0001270679,0.0001820855,0.0001685076,0.000191648,0.0002938485,0.00009124848],"category_scores_gemma":[0.0001773317,0.0002873934,0.0003821451,0.0004759906,0.0001059423,0.0005373913,0.0001091577,0.0006342244,0.00002436911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006451979,"about_ca_system_score_gemma":0.0002141892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001052315,"about_ca_topic_score_gemma":0.00009075374,"domain_scores_codex":[0.9980692,0.0001607325,0.0008374642,0.0003690523,0.0003516595,0.0002119242],"domain_scores_gemma":[0.9982984,0.0001866219,0.0006084786,0.000575141,0.000169074,0.0001622997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000382452,0.0001213729,0.0002159575,0.03500523,0.000365124,0.0003901751,0.004982294,6.610305e-7,0.00002831519,0.0006656023,0.00739756,0.9508239],"study_design_scores_gemma":[0.000414271,0.00009857189,0.0002305198,0.02778826,0.0006735876,0.001339417,0.0002634752,0.00004021376,0.00003167744,0.00007168471,0.9687851,0.0002631987],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000249724,0.9944856,0.00006388474,0.002366623,0.0002544867,0.001160354,0.0003460771,0.00009352696,0.0009797645],"genre_scores_gemma":[0.00388781,0.9938282,0.0002379146,0.0005769492,0.0003324911,0.0001299185,0.0006076017,0.00006888454,0.0003301784],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9613876,"threshold_uncertainty_score":0.9999578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05286511441364317,"score_gpt":0.3080959809007361,"score_spread":0.255230866487093,"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."}}