{"id":"W3027133283","doi":"10.1177/2292550320925894","title":"Analysis of Utility Assessment Scores to Objectify the Health Burden Caused by Breast Conservation Therapy","year":2020,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; McGill University","funders":"","keywords":"Lumpectomy; Medicine; Mastectomy; Breast cancer; Population; Visual analogue scale; Physical therapy; Cancer; Environmental health; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002951948,0.0004021694,0.0003086834,0.001377348,0.0001322104,0.0006426855,0.0003360791,0.0002661663,0.002850805],"category_scores_gemma":[0.01086363,0.00008372055,0.0008443628,0.001042801,0.0002885234,0.0003355204,0.0005538068,0.0004439504,0.0002339254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000354779,"about_ca_system_score_gemma":0.0002434163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005601227,"about_ca_topic_score_gemma":0.0008164085,"domain_scores_codex":[0.9983906,0.0008849745,0.0001780978,0.00007642728,0.000376367,0.00009372732],"domain_scores_gemma":[0.9917459,0.004667726,0.002342523,0.0002652839,0.0006355637,0.0003430542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007453932,0.0003048017,0.9773577,0.00006045342,0.0002605742,0.00006509134,0.0002549418,0.001206934,0.0004452884,0.0002340078,0.0004078635,0.01865685],"study_design_scores_gemma":[0.00003287927,0.0008881778,0.9918736,0.00002517313,0.00006397795,0.0001901206,0.0004569617,0.005153796,0.0004673187,0.0003038822,0.0005282512,0.0000159043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960154,0.0001043745,0.00123762,0.00003857261,0.000007513059,0.0001068219,0.0005548263,0.00001004271,0.001924962],"genre_scores_gemma":[0.9982885,0.00003572,0.001039566,0.000009028045,0.00000346303,0.0000744265,0.0003781085,0.000002000471,0.0001691774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002951948,"threshold_uncertainty_score":0.01561159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04802183935248983,"score_gpt":0.3026393239933272,"score_spread":0.2546174846408373,"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."}}