{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002189853,0.0008237538,0.001849483,0.009282271,0.0005069434,0.001711693,0.001219094,0.001072325,0.006127498],"category_scores_gemma":[0.01056995,0.0004581336,0.001663151,0.01004987,0.0007027726,0.002423261,0.001378805,0.001232159,0.0009666875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746141,"about_ca_system_score_gemma":0.005087714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004675272,"about_ca_topic_score_gemma":0.007956133,"domain_scores_codex":[0.9984757,0.0004597308,0.0005118593,0.0001799197,0.0002996519,0.00007313437],"domain_scores_gemma":[0.991028,0.006849086,0.0009298696,0.0001270355,0.0009232257,0.0001427269],"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":[0.0001602581,0.00003787171,0.001512555,0.2744775,0.0006591324,0.0002858373,0.0008674078,0.0003180054,0.0002620635,0.002910132,0.05869911,0.6598102],"study_design_scores_gemma":[0.00002533935,0.0001105578,0.00593773,0.3247103,0.002118247,0.001534535,0.0009013341,0.00009955275,0.0001635402,0.001981444,0.6623661,0.00005139464],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002157946,0.9979265,0.0001069502,0.0007252667,0.0002160874,0.00001801342,0.0002374666,0.000006543296,0.0005474318],"genre_scores_gemma":[0.001287065,0.9977577,0.0001476264,0.0003152339,0.000173471,0.0000298255,0.0001886922,0.000002480839,0.00009794095],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009282271,"threshold_uncertainty_score":0.02049857,"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."}}