{"id":"W4404926726","doi":"10.1136/bmjopen-2024-090207","title":"Irish Prostate Cancer Outcomes Research (IPCOR) registry: cohort profile","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Janssen Biotech; Irish Cancer Society; International Development Research Centre; Movember Foundation","keywords":"Medicine; Prostate cancer; Cancer registry; Cohort; Cohort study; Prospective cohort study; Family medicine; Biorepository; Cancer; Epidemiology; Gynecology; Biobank; Internal medicine; Bioinformatics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01001717,0.0005174059,0.00111865,0.004048828,0.001267262,0.001638634,0.002320867,0.0007122217,0.01101844],"category_scores_gemma":[0.01714374,0.0006167937,0.001091452,0.006792303,0.0004335499,0.001463249,0.003439697,0.001893501,0.007217632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004034531,"about_ca_system_score_gemma":0.01274807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07797661,"about_ca_topic_score_gemma":0.09666605,"domain_scores_codex":[0.9924014,0.001792256,0.00123542,0.001403849,0.002003841,0.001163247],"domain_scores_gemma":[0.9843845,0.001079518,0.003993604,0.003362396,0.005428775,0.00175124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001056187,0.0002723947,0.5337011,0.000905406,0.0003577603,0.0002171022,0.0005094765,0.0005968956,0.0005320524,0.001897219,0.4166858,0.04326869],"study_design_scores_gemma":[0.0004215387,0.0003537345,0.691025,0.0008178083,0.0002231068,0.001188798,0.0007110648,0.0008640431,0.0005796197,0.0008436143,0.3027722,0.0001994292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.09836373,0.001831083,0.009708186,0.004426259,0.0005566227,0.006243079,0.8486909,0.0008025582,0.02937759],"genre_scores_gemma":[0.1812184,0.002097485,0.01965683,0.003389112,0.000582622,0.01671144,0.7625499,0.0007562423,0.01303793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07797661,"threshold_uncertainty_score":0.1550455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1809903080626052,"score_gpt":0.5333479372590577,"score_spread":0.3523576291964525,"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."}}