{"id":"W4406509202","doi":"10.31274/itaa.18769","title":"A Design Analysis of Bras and Prostheses for Breast Cancer Survivors","year":2025,"lang":"en","type":"article","venue":"","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Breast cancer; Computer science; Cancer; Medicine; 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":[0.0000855186,0.0000686764,0.0001849992,0.0001595066,0.00001746763,0.00001148818,0.0000500229,0.00003925477,0.00004616033],"category_scores_gemma":[0.000005385517,0.00006019424,0.0000406002,0.0005327141,0.00002051684,0.0000385839,0.0000116275,0.00002536502,1.379751e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001669256,"about_ca_system_score_gemma":0.00001226326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003628491,"about_ca_topic_score_gemma":0.00195019,"domain_scores_codex":[0.9996454,0.000009079768,0.0001111926,0.00008930869,0.00003752634,0.0001075474],"domain_scores_gemma":[0.9996776,0.0001585459,0.00001162195,0.00009600002,0.00003701418,0.00001919009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005012709,0.00002050382,0.07462762,0.0002423132,0.002656987,4.615337e-7,0.0002356201,0.8636845,0.001990159,0.0018167,0.001692624,0.05298233],"study_design_scores_gemma":[0.0001376641,0.000006439702,0.1025788,0.00003508687,0.0004706136,2.582e-7,0.00004078417,0.8931445,0.00327588,0.0001013304,0.0001162117,0.00009250345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3124595,0.0009196386,0.6839761,0.0001519577,0.0001030393,0.0004186977,0.0000778776,0.0001851317,0.001708105],"genre_scores_gemma":[0.9978606,0.00007800359,0.001648381,0.00002011291,0.00001049814,0.00006618808,0.000002465362,0.000009062532,0.0003046562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6854011,"threshold_uncertainty_score":0.245465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114318509183925,"score_gpt":0.2412732045355657,"score_spread":0.2298413536171733,"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."}}