{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003787655,0.0001085864,0.0004915483,0.0001508707,0.00007097115,0.00001308904,0.00004371504,0.00004468286,0.0002032358],"category_scores_gemma":[0.0002110214,0.00007080365,0.0001517474,0.000891257,0.00006189755,0.00003459084,0.00001340857,0.0001164052,0.000004772382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000405332,"about_ca_system_score_gemma":0.0003355399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000921939,"about_ca_topic_score_gemma":0.0000671699,"domain_scores_codex":[0.9988605,0.0001222449,0.0003818506,0.0002006988,0.0002668784,0.0001678153],"domain_scores_gemma":[0.9966213,0.002783259,0.0001755463,0.0001526449,0.00009715162,0.0001700925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005158964,0.00006512631,0.9068478,0.0000594651,0.0009846877,0.00000261527,0.0004749378,0.00003891503,0.001113302,0.000008336432,0.008333617,0.08155529],"study_design_scores_gemma":[0.0002720684,0.00007230576,0.9931802,0.00004642518,0.0002642096,0.000135344,0.0003024969,0.005100633,0.00019254,0.000002025228,0.000361282,0.00007046331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9859115,0.00009305445,0.00212424,0.0109207,0.0005262156,0.0001893074,0.0001766342,0.000037698,0.00002068288],"genre_scores_gemma":[0.999023,0.00003408535,0.00004851674,0.0005508398,0.00013454,0.00001116615,0.0001831249,0.000008030734,0.00000670291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0863324,"threshold_uncertainty_score":0.2887289,"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."}}