{"id":"W4383875602","doi":"10.3399/bjgpo.2023.0123","title":"Referral challenges for early-onset colorectal cancer: a qualitative study in UK primary care","year":2023,"lang":"en","type":"article","venue":"BJGP Open","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University Belfast; Queen's University; Cancer Research UK","keywords":"Referral; Medicine; Thematic analysis; Incidence (geometry); Family medicine; Qualitative research; Population; Disadvantaged; Colorectal cancer; Cancer; Nursing; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005481513,0.0001337229,0.0003701999,0.0001620982,0.00009050179,0.0000355234,0.000162758,0.00007391529,0.0000220548],"category_scores_gemma":[0.00008649989,0.0001226384,0.00005958342,0.0003943245,0.0000277642,0.0000887878,0.0001690162,0.000162717,0.00001894552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003584157,"about_ca_system_score_gemma":0.000247348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006736694,"about_ca_topic_score_gemma":0.02250392,"domain_scores_codex":[0.9987998,0.0001423124,0.000214032,0.0003798016,0.0002040629,0.0002599682],"domain_scores_gemma":[0.9994299,0.0001782141,0.00006063971,0.0001678149,0.00008621516,0.0000772345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0518961,0.0004456194,0.1189682,0.0005672897,0.0003337279,0.000131137,0.6990535,0.00002009516,0.0003456764,0.00003948567,0.004712222,0.123487],"study_design_scores_gemma":[0.005432226,0.009190192,0.8283219,0.0002072755,0.00005712493,0.000006370713,0.1547035,0.00004754352,0.000387185,0.0001345083,0.001313913,0.0001983018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893852,0.0008591089,0.000003879943,0.0006888075,0.0002264584,0.003097065,0.00007186861,0.0001021312,0.005565415],"genre_scores_gemma":[0.9960609,0.0001299425,0.0001163597,0.00007692999,0.0001121829,0.00269779,0.00008384293,0.00002677927,0.0006952353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7093537,"threshold_uncertainty_score":0.9998775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468477129062874,"score_gpt":0.4358411621642952,"score_spread":0.2889934492580078,"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."}}