{"id":"W4401793868","doi":"10.1097/jw9.0000000000000174","title":"Short and clear: YouTube Shorts recommendations for rosacea","year":2024,"lang":"en","type":"article","venue":"International Journal of Women’s Dermatology","topic":"Acne and Rosacea Treatments and Effects","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rosacea; Internet privacy; Computer science; Medicine; Dermatology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001490633,0.00009141998,0.0002398255,0.0002279313,0.00004044922,0.00004888788,0.00006910924,0.00006792217,0.0001375322],"category_scores_gemma":[0.00005022036,0.00006486964,0.0001044572,0.00004170259,0.00004156933,0.0001530046,0.00002692713,0.0001329347,0.000007129684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024511,"about_ca_system_score_gemma":0.00008365214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001652044,"about_ca_topic_score_gemma":8.766304e-7,"domain_scores_codex":[0.9992445,0.00001962514,0.0003143761,0.0001090257,0.0001434051,0.0001690859],"domain_scores_gemma":[0.9994447,0.0001303363,0.00005114405,0.0000523478,0.0001897929,0.0001316846],"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":[0.004912703,0.001683866,0.09552618,0.0007368574,0.01338433,0.0143605,0.01601808,0.00004477536,0.003182109,0.02653113,0.328192,0.4954274],"study_design_scores_gemma":[0.002383495,0.001008346,0.006567013,0.0004092907,0.0003051434,0.035576,0.001178634,0.001704289,0.001218803,0.002123847,0.9473414,0.0001837469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961147,0.001913132,0.001478752,0.03303089,0.001982827,0.0001436655,0.00002450951,0.00002151978,0.0002577748],"genre_scores_gemma":[0.9968212,0.0004875438,0.0007965762,0.001193474,0.0003444641,0.00001937846,0.00002587614,0.00001406905,0.0002973947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6191494,"threshold_uncertainty_score":0.2645307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840276269643752,"score_gpt":0.34121927841764,"score_spread":0.3228165157212025,"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."}}