{"id":"W4385762431","doi":"10.3390/curroncol30080545","title":"Locoregional Treatment for Early-Stage Breast Cancer: Current Status and Future Perspectives","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Stage (stratigraphy); Breast cancer; Current (fluid); Oncology; Cancer; Gynecology; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006631188,0.0006261685,0.001321704,0.001234928,0.0002065307,0.0009360905,0.0008503784,0.0009167106,0.003650023],"category_scores_gemma":[0.0009792616,0.0001663082,0.0006451734,0.001468706,0.0004002631,0.001189209,0.0004803331,0.001584059,0.001177397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005935746,"about_ca_system_score_gemma":0.001149719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009581206,"about_ca_topic_score_gemma":0.00182902,"domain_scores_codex":[0.999818,0.00004400434,0.00002601081,0.000029238,0.00006082737,0.00002200308],"domain_scores_gemma":[0.9995184,0.0002623191,0.00006870551,0.0000102237,0.000111413,0.00002891389],"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":[0.00009964033,0.00005190226,0.0001504656,0.0306151,0.0001201947,0.0001312617,0.0000488378,0.0004222561,0.0009447054,0.002335013,0.03073366,0.934347],"study_design_scores_gemma":[0.00003572103,0.0001655652,0.001102177,0.01441755,0.0003099783,0.001553043,0.0001031153,0.0001372474,0.0003397065,0.002585377,0.9792285,0.00002195699],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005149547,0.9992442,0.00004054782,0.000259929,0.0001185378,0.000001715197,0.000008276234,0.00000310889,0.0002722614],"genre_scores_gemma":[0.0002983925,0.999281,0.00005335315,0.0001446964,0.00009031504,0.000002345077,0.00001181147,6.464529e-7,0.0001174959],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003650023,"threshold_uncertainty_score":0.01221049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1396452412112644,"score_gpt":0.4591927491010596,"score_spread":0.3195475078897951,"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."}}