{"id":"W197878479","doi":"","title":"Patient navigation: improving timeliness in the diagnosis of breast abnormalities.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre","funders":"","keywords":"Medicine; Biopsy; Malignancy; Breast cancer; Cohort; Retrospective cohort study; Breast biopsy; Radiology; Cancer; General surgery; Pediatrics; Surgery; Mammography; 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":[0.001027866,0.0001659302,0.0001783953,0.0006476951,0.000161138,0.0004078246,0.0003796829,0.000319014,0.002907986],"category_scores_gemma":[0.008551564,0.00007574301,0.0001841117,0.0008635474,0.0001818667,0.00041477,0.0003680384,0.0002485188,0.0002888046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006909381,"about_ca_system_score_gemma":0.001510365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006371641,"about_ca_topic_score_gemma":0.009553112,"domain_scores_codex":[0.9992206,0.0003276464,0.00006026056,0.00005446903,0.0002671498,0.00006982951],"domain_scores_gemma":[0.9963264,0.00133116,0.001604817,0.00006020641,0.0004052313,0.0002721326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008106169,0.0002086944,0.5520968,0.001131693,0.0001027169,0.0002792382,0.0002553332,0.0006157261,0.0008531008,0.0002041848,0.02233716,0.4211046],"study_design_scores_gemma":[0.0001458528,0.001352094,0.9724377,0.0006359505,0.0001916061,0.001799379,0.0003669125,0.001865491,0.0007119174,0.0002044937,0.02026981,0.00001892722],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924759,0.04598376,0.004079762,0.01000648,0.0005340853,0.0001765338,0.002669568,0.000441445,0.01134937],"genre_scores_gemma":[0.9841494,0.008420083,0.004234091,0.000821045,0.0002222803,0.00009208005,0.001107913,0.00001791647,0.0009351472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006371641,"threshold_uncertainty_score":0.01266915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336258919426389,"score_gpt":0.2716382213331918,"score_spread":0.2282756321389279,"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."}}