{"id":"W2945467556","doi":"10.12968/indn.2019.5.20","title":"Acne – how to answer the most common questions patients ask?","year":2019,"lang":"en","type":"article","venue":"Independent Nurse","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Learning Partnership","funders":"","keywords":"Medicine; Acne; Ask price; Dermatology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008059189,0.0001507481,0.0001989864,0.00006060354,0.0001211169,0.00004106921,0.000112851,0.00009374296,0.0002060296],"category_scores_gemma":[0.00002434354,0.00008415551,0.00007261769,0.0001487936,0.00002439258,0.00008371742,0.00003817955,0.0001805735,0.0008911126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007047675,"about_ca_system_score_gemma":0.00006460802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001337104,"about_ca_topic_score_gemma":0.00004768844,"domain_scores_codex":[0.9990646,0.00003954753,0.0001113672,0.000219412,0.0003296394,0.0002354445],"domain_scores_gemma":[0.9992187,0.00003422382,0.00004300507,0.0004443673,0.00008798717,0.0001717018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002396492,0.001577121,0.8808608,0.00003091227,0.0001549702,0.00004334576,0.0008116788,0.00001734985,0.0006003655,0.000494345,0.07133988,0.04382956],"study_design_scores_gemma":[0.003370977,0.001479924,0.8283094,0.000236039,0.0002168682,0.00003439131,0.0006915467,0.00005528427,0.0008632622,0.00007954165,0.1644237,0.0002391536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793923,0.00009735898,0.00001470305,0.005437085,0.001029292,0.001090701,0.00001963334,0.00004869905,0.01287026],"genre_scores_gemma":[0.9717022,0.000009196457,0.00004537588,0.002723974,0.0001395391,0.00004444777,0.0000680004,0.00002056989,0.02524667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09308378,"threshold_uncertainty_score":0.9998868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006940050731619431,"score_gpt":0.262191322730228,"score_spread":0.2552512719986086,"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."}}