{"id":"W7117543750","doi":"10.5812/gct-165824","title":"Breast Cancer: A Comprehensive Review from Diagnosis to Survivorship","year":2025,"lang":"","type":"article","venue":"Gene Cell and Tissue","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia","funders":"","keywords":"Survivorship curve; Breast cancer; Disease; Epidemiology; Public health; Cancer; Malignancy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001120238,0.000446802,0.001104831,0.0001276317,0.0001739677,0.0000553159,0.0001858989,0.0001765616,0.004354601],"category_scores_gemma":[0.00001638049,0.0004102272,0.0001318917,0.0006238393,0.00009683317,0.00004920301,0.0002271253,0.0002936705,0.0001992699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911246,"about_ca_system_score_gemma":0.0003330076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07195786,"about_ca_topic_score_gemma":0.002529084,"domain_scores_codex":[0.9977345,0.0001147523,0.0005522307,0.0008203029,0.0002555642,0.0005226897],"domain_scores_gemma":[0.9983115,0.0002259066,0.0001279604,0.0005704534,0.0002199531,0.000544275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003012021,0.0002313286,0.0809291,0.008538486,0.0003964166,0.0001068838,0.0009151298,0.000009682011,0.004457982,0.00002238719,0.08710793,0.8169835],"study_design_scores_gemma":[0.001254655,0.0001815573,0.1340437,0.01049215,0.001427199,0.00001038135,0.0001558809,0.00001277831,0.01845881,0.00005047916,0.8334635,0.000448882],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.2708355,0.7106698,0.00005371751,0.0128027,0.001847263,0.001218863,0.001523717,0.00002774111,0.001020747],"genre_scores_gemma":[0.3962819,0.5917937,0.0000612076,0.007617805,0.0005989577,0.0002131692,0.00006384541,0.00002699791,0.003342359],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8165346,"threshold_uncertainty_score":0.999835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0205106269801087,"score_gpt":0.3085350572106911,"score_spread":0.2880244302305824,"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."}}