{"id":"W4231854819","doi":"10.1097/01.prs.0000204754.96350.6b","title":"Discussion","year":2006,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"SKiN Health","funders":"","keywords":"Medicine; Medical school; Family medicine; Dermatology; Medical education","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":[0.0002026936,0.0001440819,0.0003493537,0.0003160898,0.00007673926,0.00001783593,0.00002756036,0.00009388813,0.0006889654],"category_scores_gemma":[0.0009493158,0.00009522403,0.0001922685,0.0002527269,0.0001458964,0.0001081122,0.0000168632,0.0001447888,0.00009398989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007752878,"about_ca_system_score_gemma":0.0001550733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003459641,"about_ca_topic_score_gemma":0.000007532624,"domain_scores_codex":[0.9989108,0.00004198421,0.0003403195,0.0002375666,0.0002353268,0.0002339374],"domain_scores_gemma":[0.9984848,0.001063799,0.00009361769,0.0001439974,0.0001141383,0.00009958151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641566,0.0001924814,0.7529396,0.00004179599,0.00004760303,0.0001465818,0.00002568837,0.000002227803,0.006681676,0.003678921,0.0529937,0.1829856],"study_design_scores_gemma":[0.0006510449,0.00008283024,0.7915962,0.0005431178,0.00007886394,0.0008090445,0.0001825558,0.0003525973,0.03080577,0.008279032,0.1660065,0.0006124499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95022,0.00007048277,0.004566787,0.001572286,0.001589545,0.0002290727,0.00002535187,0.0004449456,0.04128153],"genre_scores_gemma":[0.9972415,0.00001373506,0.001032518,0.0001960767,0.000112417,0.00002199971,0.0000522887,0.00001950847,0.001309944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1823731,"threshold_uncertainty_score":0.7543688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0149312465392772,"score_gpt":0.2497244439129036,"score_spread":0.2347931973736264,"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."}}