{"id":"W2735100420","doi":"10.1097/sla.0000000000002417","title":"DCIS and Breast Cancer: Challenging the Paradigm","year":2017,"lang":"en","type":"letter","venue":"Annals of Surgery","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Breast cancer; Cancer; MEDLINE; Oncology; Gynecology; 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":[0.01468089,0.0004636496,0.001366308,0.001789997,0.002670956,0.005530101,0.002120009,0.01447776,0.00347287],"category_scores_gemma":[0.0614452,0.0005049038,0.001052099,0.001423516,0.006994032,0.01649184,0.00445211,0.03745366,0.001699027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003837588,"about_ca_system_score_gemma":0.005947006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004175537,"about_ca_topic_score_gemma":0.00756482,"domain_scores_codex":[0.9926819,0.003467909,0.001085374,0.0008376276,0.001614151,0.0003129779],"domain_scores_gemma":[0.8768235,0.1046236,0.003588705,0.002672773,0.009250764,0.003040764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001603747,0.0001082446,0.004677222,0.0008557951,0.0001457863,0.003439045,0.001092975,0.0007292929,0.0004657328,0.1677313,0.6259054,0.1946889],"study_design_scores_gemma":[0.00008462732,0.00005029337,0.001542774,0.001252991,0.00008190917,0.005645651,0.002263952,0.003303561,0.0002335795,0.5769476,0.4085019,0.00009122651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003799296,0.003204822,0.001397462,0.9916188,0.00254783,0.000004491467,0.00004316546,0.00001019907,0.0007933905],"genre_scores_gemma":[0.03496332,0.02823166,0.01021374,0.7682458,0.1556617,0.0001023272,0.0001937653,0.00006990728,0.002317897],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01468089,"threshold_uncertainty_score":0.07764089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1887701635337099,"score_gpt":0.3490908083008183,"score_spread":0.1603206447671084,"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."}}