{"id":"W4301396438","doi":"10.5489/cuaj.8030","title":"Accuracy of germ cell tumor histology and stage within a Canadian cancer registry","year":2022,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Capital District Health Authority; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Cancer registry; Seminoma; Stage (stratigraphy); Testicular cancer; Germ cell tumors; Cohort; Cancer; Population; Pathological; Gynecology; Internal medicine; Chemotherapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005542104,0.000264221,0.000330963,0.003478396,0.001091839,0.001431317,0.001203454,0.0002180243,0.00132863],"category_scores_gemma":[0.02630902,0.000252844,0.0005507783,0.005118717,0.0004149877,0.0004459513,0.0009974897,0.0002792258,0.0002389061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009810984,"about_ca_system_score_gemma":0.01725369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9313273,"about_ca_topic_score_gemma":0.947291,"domain_scores_codex":[0.993661,0.0009190773,0.0006411762,0.0009433608,0.003071664,0.0007637005],"domain_scores_gemma":[0.9812782,0.002371271,0.00505241,0.001455499,0.008999769,0.0008428549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004135042,0.00000325622,0.9911631,0.00004855904,0.00005348601,0.00002681386,0.0001831808,0.0003330537,0.00009819829,0.0001033321,0.001313412,0.006632252],"study_design_scores_gemma":[0.000004814594,0.00001704298,0.9943622,0.0001023334,0.00005554985,0.0001705086,0.0003099871,0.001232647,0.000310493,0.00006079735,0.003360991,0.00001256586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9458576,0.003823934,0.002269826,0.001016359,0.00008547489,0.0001365458,0.03375147,0.0001608126,0.01289795],"genre_scores_gemma":[0.9915495,0.0006492815,0.001040944,0.00007164715,0.00001372556,0.0000179137,0.006269483,0.00001158183,0.0003759321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06867272,"threshold_uncertainty_score":0.1381542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110220339310935,"score_gpt":0.2411285674996917,"score_spread":0.2300263641065824,"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."}}