{"id":"W4411697794","doi":"10.3390/clinpract15070122","title":"Like a Complete Unknown: An Audit of the Quality of the Referrals to the Cancer of Unknown Primary Clinic at a Tertiary Care Centre","year":2025,"lang":"en","type":"article","venue":"Clinics and Practice","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Referral; Audit; Specialty; Cohort; Nice; Cancer; Family medicine; Retrospective cohort study; Internal medicine; Emergency medicine; General surgery","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":[0.001093751,0.0001280172,0.00044152,0.00002173674,0.00012597,0.000008572565,0.0002384953,0.00008029577,0.00007983784],"category_scores_gemma":[0.001076178,0.00006091675,0.0002083103,0.0002435649,0.0001733385,0.00005365687,0.0003323278,0.0002172104,0.000001839125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001150435,"about_ca_system_score_gemma":0.0005233667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435008,"about_ca_topic_score_gemma":0.004243382,"domain_scores_codex":[0.9979897,0.0006135655,0.0007159672,0.0002727162,0.0002738753,0.000134184],"domain_scores_gemma":[0.9948978,0.002985873,0.0007007736,0.0009800979,0.0003742507,0.00006115735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004469409,0.002362021,0.8479642,0.002290544,0.001668069,0.00000472688,0.0114161,0.00004486342,0.001459307,0.002166045,0.04750098,0.07865375],"study_design_scores_gemma":[0.001241689,0.0001858603,0.5864491,0.000538278,0.0008204572,0.000002585377,0.00102106,0.000007791923,0.0004648942,0.00005366497,0.4091565,0.00005807059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9106979,0.01161918,0.000002704859,0.06954336,0.0008382687,0.001192713,0.0002992717,0.000006932451,0.005799694],"genre_scores_gemma":[0.9826056,0.004714567,0.000117353,0.0105812,0.00008122856,0.00004054343,0.00001250828,0.00001114277,0.001835839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3616555,"threshold_uncertainty_score":0.2484113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08806893355872945,"score_gpt":0.4439419744646624,"score_spread":0.3558730409059329,"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."}}