{"id":"W7079998548","doi":"10.5281/zenodo.17056250","title":"Breast Implant Demand: Interest Study Across Los Angeles, San Francisco, San Diego, Seattle, Portland & Vancouver","year":2025,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast implant; Liposuction; Plastic surgery; Abdominoplasty; Breast augmentation; Body contouring","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":[0.0002242699,0.0002026524,0.0002092279,0.002682006,0.0005369909,0.001197784,0.0003567862,0.0002531052,0.004524874],"category_scores_gemma":[0.001013779,0.0001445862,0.0003093666,0.00633555,0.0002182129,0.0005397731,0.0004929695,0.0003731692,0.0010501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798549,"about_ca_system_score_gemma":0.001235738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4938207,"about_ca_topic_score_gemma":0.6753948,"domain_scores_codex":[0.9997496,0.00001870558,0.00002232816,0.00004640974,0.00009488901,0.00006817569],"domain_scores_gemma":[0.9987562,0.0002472713,0.0003261807,0.00003746707,0.0004239969,0.0002088343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002035974,0.00008269677,0.9795439,0.0001083284,0.00006295777,0.000222849,0.001467984,0.0001717902,0.0002551064,0.0001293026,0.006588389,0.0111631],"study_design_scores_gemma":[0.000008138499,0.00004161448,0.989482,0.00002425294,0.00002512959,0.0001741085,0.006258676,0.000376283,0.00009778011,0.00001781126,0.00348604,0.000008031853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811906,0.0002427303,0.00004790878,0.00009655925,0.000003651963,0.00002302651,0.01472174,0.00001393111,0.003659897],"genre_scores_gemma":[0.971386,0.00064932,0.0001419309,0.0000716531,0.000009807814,0.00005475192,0.02209935,0.00001967007,0.00556748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5061793,"threshold_uncertainty_score":0.9818928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03875231189420553,"score_gpt":0.2767190568580107,"score_spread":0.2379667449638052,"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."}}