{"id":"W2607219489","doi":"10.1007/s12609-017-0242-y","title":"Eliminating Surgery in Early-Stage Breast Cancer: Pipe-Dream or Worthy Consideration in Selected Patients?","year":2017,"lang":"en","type":"article","venue":"Current Breast Cancer Reports","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital; McGill University","funders":"","keywords":"Medicine; Surgical oncology; Breast cancer; Stage (stratigraphy); Neoadjuvant therapy; Breast surgery; Subtyping; Systemic therapy; Surgery; Radiology; Cancer; General surgery; Oncology; Internal medicine","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":[0.0048061,0.0002643485,0.00121024,0.0003136494,0.0005466979,0.001198082,0.0007552092,0.001460188,0.003789979],"category_scores_gemma":[0.01107582,0.0001420373,0.0006828318,0.0007752901,0.0009128912,0.001353456,0.0004136805,0.001699835,0.0004487629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003993366,"about_ca_system_score_gemma":0.002448327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001607151,"about_ca_topic_score_gemma":0.00749438,"domain_scores_codex":[0.99892,0.0006285216,0.000131699,0.00007404704,0.0001497074,0.00009614958],"domain_scores_gemma":[0.9943785,0.002764071,0.0008368978,0.000300184,0.000623738,0.001096532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01162174,0.001711007,0.2356817,0.001787808,0.0005760195,0.0007967972,0.0007042643,0.0003915199,0.001915734,0.003817178,0.03192034,0.7090759],"study_design_scores_gemma":[0.008076256,0.0371539,0.7038469,0.00630238,0.003506421,0.005092239,0.01732576,0.001295966,0.003614123,0.02705632,0.1864166,0.0003131663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.4227853,0.1488781,0.002535767,0.3975706,0.006904107,0.0002321938,0.0007071946,0.0001009327,0.0202859],"genre_scores_gemma":[0.8634543,0.07681092,0.004905524,0.04320921,0.008212797,0.0001508907,0.0006817173,0.00003518947,0.002539441],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0048061,"threshold_uncertainty_score":0.02541739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398118670020042,"score_gpt":0.3077844911299992,"score_spread":0.2838033044297988,"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."}}