{"id":"W7117120863","doi":"10.20935/acadonco8012","title":"Systemic treatment and breast cancer outcomes over time: a systematic review of observational studies","year":2025,"lang":"en","type":"article","venue":"Academia oncology.","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Quebec - Clinical Research Organization in Cancer","funders":"","keywords":"Breast cancer; Observational study; Chemotherapy; Trastuzumab; Aromatase; Overall survival; Cohort; Estrogen receptor; Cohort study","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":[0.0002086163,0.0002143687,0.0009241726,0.0000415098,0.00006559325,0.000002592322,0.0001125105,0.0002534601,0.00001275142],"category_scores_gemma":[0.0001831305,0.0001460855,0.0001099013,0.0001133228,0.000147035,0.000004865335,0.0001326388,0.00009083714,0.000003523417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000306477,"about_ca_system_score_gemma":0.0002498974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003497392,"about_ca_topic_score_gemma":0.00001887831,"domain_scores_codex":[0.9988451,0.000131567,0.0004730759,0.0002954104,0.00009347357,0.000161355],"domain_scores_gemma":[0.9991505,0.0001779876,0.0002575817,0.0002194628,0.0001619018,0.00003259271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002322316,0.0003382436,0.6143426,0.3267429,0.01263088,0.000007586842,0.0004264012,0.000008574558,0.01001187,0.001047982,0.03185179,0.002358919],"study_design_scores_gemma":[0.008353199,0.0007816404,0.6741032,0.2905161,0.01114232,0.0003598028,0.0008384488,0.00002326058,0.005024799,0.0003112105,0.007515035,0.001030957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2973486,0.6895694,0.00000591597,0.01086529,0.0002114115,0.001334138,0.0002793636,0.00002206506,0.0003638715],"genre_scores_gemma":[0.6029923,0.3827373,0.0001539383,0.008199952,0.0001251528,0.002007123,0.00007956752,0.00002473297,0.003679923],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.306832,"threshold_uncertainty_score":0.5957192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322906425316551,"score_gpt":0.39470714665114,"score_spread":0.3614780823979745,"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."}}