{"id":"W2525442211","doi":"10.1056/nejm-jw.na38731","title":"Shorter-Course Breast Irradiation","year":2015,"lang":"en","type":"article","venue":"Journal watch","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irradiation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006445361,0.0002914059,0.0006790487,0.000213249,0.000219291,0.0002332804,0.0003764193,0.0003238277,0.0134214],"category_scores_gemma":[0.0006740967,0.00007532172,0.0009043503,0.0004164326,0.0001854424,0.0003121676,0.0002705684,0.0008807288,0.0007835732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005928227,"about_ca_system_score_gemma":0.0005299036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003182044,"about_ca_topic_score_gemma":0.006624951,"domain_scores_codex":[0.9997606,0.00006425849,0.00001535684,0.00006685128,0.0000405586,0.00005242775],"domain_scores_gemma":[0.9996073,0.0001295837,0.00008074894,0.00006178402,0.00003255637,0.00008809605],"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":[0.06300236,0.004700775,0.009488322,0.00349393,0.001961738,0.0001089214,0.0001358245,0.003302658,0.02012659,0.00160554,0.01136701,0.8807064],"study_design_scores_gemma":[0.05558247,0.1807004,0.4788863,0.001757118,0.003572678,0.002168479,0.0003009689,0.002025828,0.0133955,0.004224011,0.2572821,0.0001042033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8796003,0.07777276,0.005220796,0.001927819,0.00114305,0.0008734225,0.002537308,0.0002607967,0.03066361],"genre_scores_gemma":[0.952507,0.01982562,0.002964213,0.001895161,0.0007196223,0.0006696544,0.003845566,0.00006320193,0.01750998],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0134214,"threshold_uncertainty_score":0.04489911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584347201732136,"score_gpt":0.2754323520095851,"score_spread":0.2595888799922638,"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."}}