{"id":"W3159041255","doi":"10.1007/s12609-021-00407-1","title":"Ductal carcinoma in situ (DCIS)—precision medicine for de-escalation","year":2021,"lang":"en","type":"article","venue":"Current Breast Cancer Reports","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Surgical oncology; Ductal carcinoma; Biomarker; Oncology; Internal medicine; Breast cancer; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001649166,0.0001936914,0.0002409444,0.0000508304,0.00007016715,0.00001121578,0.00005867607,0.00008533111,0.00004935488],"category_scores_gemma":[0.0001052151,0.0001776531,0.0000960575,0.0001508128,0.00006454514,0.000007639024,0.00008656734,0.00007473795,8.613305e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001812363,"about_ca_system_score_gemma":0.0003034195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001892433,"about_ca_topic_score_gemma":0.0006245935,"domain_scores_codex":[0.9985659,0.00003750346,0.0003617268,0.0005649504,0.0001730309,0.0002969421],"domain_scores_gemma":[0.9991612,0.00002073559,0.0001623995,0.0003358638,0.0002320075,0.00008779538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003314654,0.0002563699,0.7721033,0.0001150267,0.00008950191,0.000188924,0.0002827409,0.0001390993,0.07706948,0.00002769561,0.008133313,0.1412631],"study_design_scores_gemma":[0.001356218,0.0000495968,0.9516288,0.0002085469,0.00008148691,0.00149811,0.00008856205,0.00003254162,0.03103097,0.0004314507,0.01334296,0.000250739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807561,0.01452737,0.0006991331,0.00177729,0.001534603,0.0002930771,0.00007208975,0.00001567844,0.0003246821],"genre_scores_gemma":[0.9974089,0.0006484937,0.0001307052,0.00007898473,0.001019031,0.0002597758,0.0003558244,0.00002481013,0.00007352894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795255,"threshold_uncertainty_score":0.7244484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02048381260008637,"score_gpt":0.3220882779578356,"score_spread":0.3016044653577492,"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."}}