{"id":"W4391243175","doi":"10.1089/derm.2024.29028.sas","title":"Self-Assessment","year":2024,"lang":"en","type":"article","venue":"Dermatitis","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00225599,0.0005541605,0.0009791893,0.00177867,0.0007851346,0.0009066332,0.0006499069,0.0007560044,0.0208228],"category_scores_gemma":[0.005863879,0.0002064514,0.00104457,0.0004903733,0.0002679274,0.0005373337,0.001098023,0.001370976,0.00866195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004407827,"about_ca_system_score_gemma":0.0008704429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001361104,"about_ca_topic_score_gemma":0.00371789,"domain_scores_codex":[0.998129,0.0004902457,0.0002870585,0.0002004029,0.0006861906,0.0002070924],"domain_scores_gemma":[0.9947537,0.0007607688,0.0007817533,0.0003962757,0.002725995,0.0005814746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007499119,0.005218941,0.6628591,0.0009427736,0.0002893354,0.0006474116,0.003349535,0.0002140351,0.003383341,0.0007564353,0.04007716,0.281512],"study_design_scores_gemma":[0.0001718227,0.002644496,0.8690179,0.0006779454,0.0002588308,0.00356348,0.003644493,0.001178012,0.003086686,0.0008496122,0.1147896,0.0001171155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.808794,0.002590103,0.004436484,0.002629099,0.0007988627,0.007421772,0.007259771,0.0004482614,0.1656216],"genre_scores_gemma":[0.8110781,0.002773622,0.01282263,0.002491971,0.0003533085,0.004701148,0.009147451,0.0001006142,0.1565312],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0208228,"threshold_uncertainty_score":0.06965917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009523222770085002,"score_gpt":0.2763798127392879,"score_spread":0.2668565899692029,"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."}}