{"id":"W4307059187","doi":"10.1016/j.canep.2022.102279","title":"Patterns and predictors of referral to the specialized chronic lymphocytic leukemia clinic in Manitoba, Canada","year":2022,"lang":"en","type":"article","venue":"Cancer Epidemiology","topic":"Chronic Lymphocytic Leukemia Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Manitoba Centre for Health Policy, University of Manitoba; Canada Research Chairs; Research Manitoba","keywords":"Medicine; Referral; Chronic lymphocytic leukemia; Confidence interval; Odds ratio; Logistic regression; Internal medicine; Pediatrics; Leukemia; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005816735,0.0003352987,0.0003734615,0.002049143,0.003282958,0.001768818,0.002359206,0.0007049314,0.004449993],"category_scores_gemma":[0.004082329,0.0005312511,0.000457904,0.005946876,0.001132077,0.0005321555,0.001623952,0.00117082,0.000290853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02959284,"about_ca_system_score_gemma":0.05550874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940594,"about_ca_topic_score_gemma":0.9973251,"domain_scores_codex":[0.9984624,0.0001831793,0.0001242311,0.0001656564,0.0003286962,0.000735704],"domain_scores_gemma":[0.9939287,0.0004628804,0.001320463,0.0001135934,0.002280705,0.00189356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003800641,0.00002933168,0.9960164,0.00001924094,0.00002049111,0.00009734818,0.0006193161,0.00007285676,0.00009063643,0.0001027931,0.00125705,0.001636434],"study_design_scores_gemma":[0.000009155858,0.00001769627,0.9923651,0.00009725287,0.00002064826,0.000131727,0.00610474,0.0002932036,0.00005234255,0.00003981715,0.0008572663,0.0000110749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988223,0.001160815,0.0001003131,0.001569395,0.00002747092,0.0000618019,0.003344741,0.00002419244,0.005488253],"genre_scores_gemma":[0.9963028,0.0009282303,0.0001457124,0.0002767774,0.00001210641,0.0000210592,0.0009337479,0.00001010642,0.001369413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02959284,"threshold_uncertainty_score":0.214712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0834796772901705,"score_gpt":0.3613559264857125,"score_spread":0.277876249195542,"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."}}