{"id":"W2808327350","doi":"10.21037/apm.2018.05.13","title":"Radiotherapy for patients with unresected locally advanced breast cancer","year":2018,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiation therapy; Breast cancer; External beam radiotherapy; Cancer; Surgery; Systemic therapy; Radiology; Internal medicine; Brachytherapy","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":[0.0003591873,0.0002022846,0.0002936426,0.0008780771,0.0004025597,0.0003504663,0.0003489698,0.0003315756,0.003098995],"category_scores_gemma":[0.001606988,0.0001117303,0.0002979633,0.001346344,0.0002756392,0.000286478,0.0002757764,0.000408554,0.0005978765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004019561,"about_ca_system_score_gemma":0.0004893785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009418686,"about_ca_topic_score_gemma":0.002445113,"domain_scores_codex":[0.9998193,0.00004930835,0.00002440708,0.00002370416,0.0000483373,0.0000348984],"domain_scores_gemma":[0.9988544,0.0002251466,0.0007298103,0.00004168818,0.0000441927,0.0001047967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002000316,0.0000544713,0.9479703,0.0002934822,0.00004635926,0.01750968,0.0003613517,0.0001920999,0.001500917,0.00006786341,0.001743407,0.03006006],"study_design_scores_gemma":[0.00003732679,0.0006167112,0.8242107,0.0002789034,0.0001025823,0.1648625,0.0006097155,0.0003090977,0.001510645,0.0001952242,0.007247328,0.00001926307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819883,0.01196907,0.0007210842,0.0004214994,0.00005119833,0.00007510532,0.0005217112,0.00006293372,0.004189178],"genre_scores_gemma":[0.9943888,0.003982559,0.000494432,0.0001583122,0.00007537645,0.00002652875,0.0004233792,0.00001028288,0.0004402885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003098995,"threshold_uncertainty_score":0.01036716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02467917660288125,"score_gpt":0.3517425521683267,"score_spread":0.3270633755654455,"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."}}