{"id":"W4399520887","doi":"10.1245/s10434-024-15515-2","title":"Factors Influencing Implementation of the Commission on Cancer’s Breast Synoptic Operative Report (Alliance A20_Pilot9)","year":2024,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital","funders":"National Cancer Institute","keywords":"Medicine; Accreditation; Champion; Health care; Standardization; Medical education; Commission; Workflow; Nursing; Business; Management; Political science","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":[0.03759835,0.0002170366,0.000174101,0.0009267742,0.002002899,0.002844584,0.001406423,0.0008434565,0.004140461],"category_scores_gemma":[0.1523078,0.0004151885,0.0003091375,0.0009876183,0.001790513,0.001635985,0.003328308,0.001853977,0.0004536977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004818534,"about_ca_system_score_gemma":0.01843269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02933165,"about_ca_topic_score_gemma":0.02540189,"domain_scores_codex":[0.9661995,0.02114226,0.002488986,0.001006434,0.005101598,0.004061224],"domain_scores_gemma":[0.8520606,0.07686476,0.02977761,0.004402841,0.02162968,0.01526457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003820265,0.001655004,0.718942,0.0009074034,0.00006462727,0.000897816,0.09533622,0.0008457229,0.002277464,0.002183894,0.0176453,0.1588626],"study_design_scores_gemma":[0.00005739829,0.002035324,0.7567853,0.0008881598,0.00004646956,0.0005778592,0.2039468,0.001521454,0.001438061,0.0005835255,0.03199755,0.0001220989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795165,0.0003030737,0.001956976,0.007321421,0.0001372492,0.0009367701,0.000181934,0.00009611957,0.009549949],"genre_scores_gemma":[0.9942812,0.0002548821,0.002964752,0.0008149624,0.00003475739,0.0004325794,0.0001385059,0.00003160679,0.001046895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03759835,"threshold_uncertainty_score":0.1988415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238761761859805,"score_gpt":0.4852514899420127,"score_spread":0.3613753137560322,"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."}}