{"id":"W4386317659","doi":"10.1093/asj/sjad287","title":"Five Tips for Plastic Surgery Trainees Interested in Facial Rejuvenation","year":2023,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Medicine; Rejuvenation; Plastic surgery; Facial rejuvenation; Surgery; Cosmetic Techniques; General surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006749358,0.001763764,0.0007928167,0.002189742,0.004572777,0.005875151,0.002091502,0.01226498,0.04480835],"category_scores_gemma":[0.03295619,0.0009922964,0.001856979,0.000844008,0.003021748,0.01161557,0.007722124,0.01731343,0.02602722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001293784,"about_ca_system_score_gemma":0.006011628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008343776,"about_ca_topic_score_gemma":0.004471421,"domain_scores_codex":[0.9940866,0.002215143,0.0004532385,0.0004045977,0.001818577,0.001021747],"domain_scores_gemma":[0.9627962,0.007216127,0.001756656,0.0009732523,0.008334403,0.01892338],"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":[0.00008686902,0.0002173798,0.001699534,0.0005149359,0.00001669187,0.001411718,0.0008223676,0.00007357412,0.0004470365,0.00172541,0.8729299,0.1200547],"study_design_scores_gemma":[0.0000761017,0.0002775946,0.002572465,0.002147094,0.00005380206,0.008004016,0.009225104,0.0002345336,0.0003331999,0.01124459,0.9656917,0.000139763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004200861,0.0367767,0.005041789,0.8031961,0.1183278,0.0001953534,0.0001166605,0.0009718483,0.03117287],"genre_scores_gemma":[0.04835934,0.06129875,0.03538378,0.6640332,0.09362045,0.001013973,0.0005326255,0.000639306,0.09511865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04480835,"threshold_uncertainty_score":0.1498989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07271845095044124,"score_gpt":0.3113362838397763,"score_spread":0.2386178328893351,"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."}}