{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009389275,0.0002417213,0.0007888943,0.0000940188,0.0001206699,0.00007480889,0.0002167192,0.0001204823,0.0005338317],"category_scores_gemma":[0.003546636,0.0002095155,0.0001348939,0.0002365608,0.0001475594,0.001487905,0.00007418368,0.0006147156,0.000003516578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001428065,"about_ca_system_score_gemma":0.0006016546,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02718218,"about_ca_topic_score_gemma":0.000980553,"domain_scores_codex":[0.9970213,0.0002436827,0.001144167,0.0003175809,0.000927937,0.0003453886],"domain_scores_gemma":[0.9938579,0.0002238113,0.001762964,0.0002539668,0.00349226,0.0004091092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.04564126,0.002855237,0.3223795,0.0004954175,0.0100199,0.03468432,0.003288612,0.0008171205,0.04229906,0.001438595,0.3753208,0.1607601],"study_design_scores_gemma":[0.01065865,0.00346222,0.7925946,0.005190183,0.004234365,0.0576137,0.003591791,0.0003244806,0.005916942,0.0004725271,0.1149799,0.0009606464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596353,0.02381074,0.0004541336,0.0101136,0.0005547465,0.0002815897,0.00007374561,0.00002474908,0.005051471],"genre_scores_gemma":[0.7114647,0.01400499,0.2619215,0.009612906,0.001381636,0.00001068609,0.00001701123,0.00005557293,0.001530924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4702151,"threshold_uncertainty_score":0.9792959,"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."}}