{"id":"W7084388536","doi":"10.5281/zenodo.17246754","title":"Consumer Demand for Breast Reduction and Liposuction: A Comparative Study Across 10 North American Cities","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Breast reduction; Demographics; Liposuction; Census; Consumption (sociology); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002919337,0.0001547966,0.0001924934,0.001255649,0.0005797463,0.0009315547,0.0003285959,0.000372564,0.004317852],"category_scores_gemma":[0.001013985,0.000225039,0.0003569497,0.003703646,0.0003227693,0.0008650297,0.0005840921,0.0004502842,0.0007483171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137884,"about_ca_system_score_gemma":0.0007558171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1813776,"about_ca_topic_score_gemma":0.3786983,"domain_scores_codex":[0.9997317,0.00005351677,0.00001905475,0.00005493059,0.0000814901,0.00005928045],"domain_scores_gemma":[0.9989749,0.0002501125,0.0002896407,0.00004034275,0.0002833073,0.0001617734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001655587,0.0002539093,0.9799746,0.00007874187,0.00007259495,0.0002705995,0.006640268,0.0001230117,0.0003619126,0.0001133882,0.003196328,0.00874896],"study_design_scores_gemma":[0.000005986254,0.00005970708,0.9793425,0.00001850968,0.00002213629,0.00009283286,0.0187764,0.000209979,0.00007362519,0.00001410053,0.001376128,0.000008140132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969587,0.00005584218,0.00002256811,0.0001126814,0.000001979373,0.00001181649,0.001692008,0.000002519378,0.001141741],"genre_scores_gemma":[0.9958844,0.0002406006,0.00009013209,0.0001269786,0.000004833484,0.00003937681,0.002333446,0.000006172564,0.001274033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1813776,"threshold_uncertainty_score":0.3606437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290334474053316,"score_gpt":0.2879622016921642,"score_spread":0.235058856951631,"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."}}