{"id":"W2321993656","doi":"10.1097/01.dss.0000452643.91517.d4","title":"Introduction to Dermatologic Surgery Special Issue on Skin Tightening","year":2014,"lang":"en","type":"article","venue":"Dermatologic Surgery","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reprint; Medicine; Columbia university; Dermatology; Dermatologic surgery; Optometry; Ophthalmology; Sociology; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009269724,0.0005052698,0.001504094,0.0009828438,0.0003497134,0.00006951333,0.0001881536,0.0003831198,0.002255813],"category_scores_gemma":[0.002059996,0.0003541793,0.0004990105,0.0008408983,0.0001956981,0.0001484418,0.0001204962,0.0004692728,0.005002948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352147,"about_ca_system_score_gemma":0.0001492889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001793564,"about_ca_topic_score_gemma":0.000002732949,"domain_scores_codex":[0.9957921,0.0005267616,0.0008981142,0.0009320849,0.0007500793,0.001100885],"domain_scores_gemma":[0.995971,0.002253841,0.0002208743,0.0008373979,0.0001898842,0.0005269593],"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":[0.0003202375,0.000440683,0.1042188,0.0001280615,0.0001092599,0.001341159,0.0000805747,0.00001392451,0.00005604709,0.0003907165,0.8323779,0.06052262],"study_design_scores_gemma":[0.0004630094,0.0001053228,0.07072894,0.0001280665,0.00006286669,0.005006775,0.0001364863,0.000108038,0.007382552,0.000212352,0.9152024,0.0004632378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8709087,0.000238808,0.0002304446,0.08688123,0.004236546,0.0008263115,0.000008499476,0.0006041787,0.0360653],"genre_scores_gemma":[0.9732812,0.0002099695,0.0005764303,0.01243726,0.01069431,0.0001579842,0.0001875292,0.00006490648,0.002390412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023725,"threshold_uncertainty_score":0.999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0274331703633527,"score_gpt":0.2882176404716467,"score_spread":0.260784470108294,"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."}}