{"id":"W2100672365","doi":"10.1093/annonc/mdu090","title":"Tumor factors predictive of response to hypofractionated radiotherapy in a randomized trial following breast conserving therapy","year":2014,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; McMaster University","funders":"Ontario Institute for Cancer Research","keywords":"Medicine; Breast cancer; Cumulative incidence; Oncology; Internal medicine; Radiation therapy; Grading (engineering); Tumor hypoxia; Breast-conserving surgery; Biomarker; Randomized controlled trial; Pathology; Cancer; Mastectomy; Cohort","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00422934,0.0008920196,0.002264605,0.0002885481,0.0004517322,0.0009984309,0.0008224354,0.001255555,0.00297855],"category_scores_gemma":[0.004268238,0.0005290456,0.002117603,0.0006255613,0.00142985,0.0009442907,0.000483032,0.002581256,0.0003706496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006482052,"about_ca_system_score_gemma":0.0009485928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007473218,"about_ca_topic_score_gemma":0.001400146,"domain_scores_codex":[0.9973301,0.001939543,0.0001567058,0.000257489,0.0001134455,0.0002027582],"domain_scores_gemma":[0.9960769,0.002010208,0.0007900341,0.000412514,0.0001270947,0.0005833536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9852474,0.001549587,0.005059106,0.000108348,0.001466264,0.00001411598,0.00003661557,0.0002191352,0.001536033,0.00004220448,0.0001153541,0.004605934],"study_design_scores_gemma":[0.7390033,0.1955228,0.05330266,0.00005962902,0.007345109,0.0000802641,0.0001155272,0.001197588,0.001721197,0.0004588636,0.001147705,0.00004537985],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968939,0.001709527,0.0002112994,0.0002831311,0.0001734098,0.0002407175,0.0001362317,0.00001119324,0.0003407432],"genre_scores_gemma":[0.9976482,0.0004680569,0.0002746837,0.0002839006,0.0002006257,0.0002867878,0.0002559675,0.000006849496,0.0005748527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00422934,"threshold_uncertainty_score":0.02236712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911776360710796,"score_gpt":0.3493284719773646,"score_spread":0.3202107083702566,"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."}}