{"id":"W4399265490","doi":"10.2196/57007","title":"JMIR Dermatology’s 2023 Year in Review","year":2024,"lang":"en","type":"editorial","venue":"JMIR Dermatology","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dermatology; Medicine","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006589585,0.0005942929,0.001914168,0.0004773608,0.00003936953,0.0000240985,0.0002756497,0.001560395,0.0007313898],"category_scores_gemma":[0.0002471692,0.0005083306,0.0004562056,0.0004900725,0.0001476181,0.00005962178,0.0001922239,0.001446397,0.007676271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160638,"about_ca_system_score_gemma":0.0008378135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004257797,"about_ca_topic_score_gemma":0.00005601866,"domain_scores_codex":[0.9968829,0.0001768172,0.0008654396,0.0008551058,0.0005161151,0.0007036605],"domain_scores_gemma":[0.9982612,0.0003103662,0.0002044351,0.0007960421,0.0001431404,0.0002848875],"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":[0.0001126547,0.0003230084,0.002557843,0.01755592,0.0002888014,0.01939761,0.00002384759,1.268518e-8,0.000001017281,0.0001023501,0.9591795,0.0004574071],"study_design_scores_gemma":[0.002208218,0.00007624866,0.0007087008,0.00883333,0.0007104712,0.001862954,0.00001392082,0.000003301702,0.000005108693,0.0002452439,0.9849771,0.0003554393],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001226736,0.2391728,9.466858e-7,0.008924265,0.7329428,0.004169505,0.0006110965,0.0003579673,0.01259391],"genre_scores_gemma":[0.008219893,0.2014392,0.0002336669,0.005881826,0.725522,0.01053429,0.01545079,0.0007977205,0.03192061],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03773358,"threshold_uncertainty_score":0.9997368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093366019451992,"score_gpt":0.3494234586355875,"score_spread":0.3384897984410676,"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."}}