{"id":"W4283029481","doi":"10.4103/njcp.njcp_1943_21","title":"Preferences of Different Breast Reduction Techniques","year":2022,"lang":"en","type":"article","venue":"Nigerian Journal of Clinical Practice","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast reduction; Patient satisfaction; Surgery; Plastic surgery; Fibrous joint; Certification; Breast surgery; General surgery; Family medicine; Breast cancer; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001231632,0.0001629532,0.0001558676,0.0003680779,0.0002620706,0.00054811,0.0001892358,0.0003384094,0.00465128],"category_scores_gemma":[0.005497887,0.00008723639,0.0003052107,0.0002408116,0.0003083537,0.000266451,0.0003369061,0.0003338871,0.0004567598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010456,"about_ca_system_score_gemma":0.0003151672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001030721,"about_ca_topic_score_gemma":0.001773189,"domain_scores_codex":[0.9988434,0.0003921721,0.000132769,0.0000591672,0.0004310809,0.0001413489],"domain_scores_gemma":[0.9965584,0.001255109,0.001196006,0.0000830378,0.0004602847,0.0004472845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006204226,0.0002304331,0.9059538,0.0003459451,0.000134091,0.000948136,0.005861416,0.0003070477,0.006013411,0.0002387477,0.001648329,0.0776983],"study_design_scores_gemma":[0.00003402364,0.001288727,0.9491361,0.0002488887,0.0000899337,0.01041275,0.02559604,0.0007860149,0.001495069,0.0003429031,0.01051295,0.00005664145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965097,0.0004521206,0.0003139988,0.0003091469,0.00001918906,0.0000136412,0.00007733045,0.000003061566,0.002301726],"genre_scores_gemma":[0.9981769,0.0003680001,0.000513871,0.0001721162,0.00001209383,0.00000847243,0.0000704199,0.000002362872,0.0006757161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00465128,"threshold_uncertainty_score":0.01556009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05732678717996324,"score_gpt":0.3971309820052008,"score_spread":0.3398041948252375,"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."}}