{"id":"W3048072825","doi":"10.1097/cm9.0000000000001001","title":"A predictive model for differential diagnosis between rosacea and sensitive skin: a cross-sectional study","year":2020,"lang":"en","type":"article","venue":"Chinese Medical Journal","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Rosacea; Dermatology; Medicine; Erythema; Skin type; Differential diagnosis; Clinical Practice; Pathology; Acne; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000280423,0.0002418461,0.0005308054,0.00006136371,0.000370286,0.00008276143,0.00007721765,0.0001748553,0.00009953429],"category_scores_gemma":[0.0007505771,0.0001399687,0.0002106477,0.0001101964,0.0001353438,0.0001118009,0.00008947773,0.0005616064,0.000004259343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004905415,"about_ca_system_score_gemma":0.0001866067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007235975,"about_ca_topic_score_gemma":0.000002909345,"domain_scores_codex":[0.9981887,0.00006674313,0.0003883056,0.0003318221,0.0007386319,0.0002857815],"domain_scores_gemma":[0.9982625,0.0003077586,0.000104277,0.0000785628,0.0001605456,0.001086349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001067602,0.0005846,0.9897341,0.0000488364,0.0007187345,0.0003077766,0.00252363,0.00004526618,0.00001793364,0.000002304527,0.0006662544,0.004282997],"study_design_scores_gemma":[0.009350894,0.002429628,0.8973765,0.00005660995,0.0003371443,0.0002630932,0.0001238739,0.08970127,0.00002497969,0.0001716339,0.00003567505,0.0001286924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588042,0.0001059796,0.03761308,0.002423492,0.000184526,0.0007061108,0.00008710872,0.0000338767,0.00004160455],"genre_scores_gemma":[0.9956419,0.00005678561,0.000195669,0.0007659363,0.003144442,0.0000611273,0.00004224597,0.00002699474,0.00006483245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09235755,"threshold_uncertainty_score":0.5707758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931056215662805,"score_gpt":0.3402932305413191,"score_spread":0.3109826683846911,"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."}}