{"id":"W2223918269","doi":"10.1093/asj/sjv224","title":"Placement of Absorbable Dermal Staples in Mammaplasty and Abdominoplasty: A 12-Month Prospective Study of 60 Patients","year":2015,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Abdominoplasty; Surgery; Mammaplasty; Mastopexy; Plastic surgery; Breast reduction; Prospective cohort study; Reduction (mathematics)","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":[0.001359945,0.0001718447,0.000704392,0.0003696998,0.00004443913,0.00001247206,0.00005010623,0.00006156652,0.00001838396],"category_scores_gemma":[0.0001355457,0.0001384626,0.00009671896,0.000157756,0.0000857777,0.000108639,0.0000443743,0.000256016,0.000001452892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022607,"about_ca_system_score_gemma":0.0003672112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001415757,"about_ca_topic_score_gemma":0.00009130962,"domain_scores_codex":[0.9979625,0.0001676105,0.0007797442,0.0001950392,0.0005907051,0.0003044192],"domain_scores_gemma":[0.9986577,0.0002259372,0.0003792814,0.0001812624,0.0002993286,0.0002564887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002094903,0.00215899,0.9742002,0.00002833586,0.0000654933,0.0002721682,0.002905071,0.00006602319,0.00001566786,0.000002589444,0.00171117,0.01647935],"study_design_scores_gemma":[0.01134371,0.002344929,0.9751852,0.0006328226,0.0001141287,0.001709545,0.00746169,0.0001404593,0.000499026,0.0000797204,0.0002487053,0.0002400893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985857,0.0003559083,0.00000792567,0.0000705531,0.0002526595,0.0003574701,0.000003122336,0.000008509146,0.0003581624],"genre_scores_gemma":[0.9996791,0.00005898628,0.00007096347,0.0000131285,0.00003646979,0.00001214163,0.000001836178,0.00001982404,0.0001075045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01623926,"threshold_uncertainty_score":0.5646339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752437278929134,"score_gpt":0.2450837404718406,"score_spread":0.2175593676825492,"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."}}