{"id":"W2143731033","doi":"10.3399/bjgp11x606591","title":"Urgent suspected cancer referrals from general practice: audit of compliance with guidelines and referral outcomes","year":2011,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Selkirk College","funders":"","keywords":"Medicine; Referral; Audit; Cancer; Lung cancer; Colorectal cancer; Breast cancer; Pediatrics; Emergency medicine; Family medicine; 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":[0.004714676,0.0002551969,0.0006206796,0.002281824,0.0006375086,0.001309025,0.0007835171,0.0007697054,0.001216795],"category_scores_gemma":[0.03167764,0.0004855771,0.000492467,0.004234029,0.000665919,0.0007343657,0.001694527,0.000827878,0.0003152643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002631367,"about_ca_system_score_gemma":0.003191033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0479924,"about_ca_topic_score_gemma":0.04852281,"domain_scores_codex":[0.9897822,0.003371848,0.002049379,0.0006824375,0.00288219,0.001231956],"domain_scores_gemma":[0.9511687,0.00761329,0.0275629,0.001388194,0.008370591,0.003896417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008328086,0.00005558208,0.9949314,0.0001023614,0.00002063259,0.0002166704,0.000827286,0.00002970326,0.00008676835,0.000007423053,0.0004287365,0.003210099],"study_design_scores_gemma":[0.0000135488,0.0002280494,0.9984048,0.00003839001,0.00001013284,0.0002408505,0.0007030655,0.00008018498,0.00003199256,0.0000053664,0.0002375902,0.00000605677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975098,0.0004165469,0.00006021708,0.0002691936,0.00001082169,0.0001333825,0.0008203366,0.00001631514,0.0007632892],"genre_scores_gemma":[0.9987401,0.0002340761,0.000228294,0.0001026213,0.00001162395,0.00006100419,0.0005160227,0.000003841175,0.00010228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0479924,"threshold_uncertainty_score":0.09542614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2809819793372295,"score_gpt":0.4301981986960622,"score_spread":0.1492162193588327,"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."}}