{"id":"W4388560469","doi":"10.1155/2023/4426167","title":"Health-Related and Psychosocial Factors Associated with Prostate Cancer Stage at Diagnosis among Males Participating in Alberta’s Tomorrow Project","year":2023,"lang":"en","type":"article","venue":"Prostate Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta; University of Calgary","funders":"Health Canada; Alberta Health; Canadian Institutes of Health Research; Alberta Cancer Foundation; Partenariat Canadien Contre Le Cancer; Alberta Health Services","keywords":"Medicine; Psychosocial; Stage (stratigraphy); Prostate cancer; Cohort; Cancer; Cohort study; Odds ratio; Internal medicine; Demography; Gynecology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003564784,0.000516368,0.0009281401,0.0002845836,0.0003101048,0.00007382521,0.00008299877,0.000152128,0.0002559692],"category_scores_gemma":[0.0001472525,0.000397371,0.00009745586,0.001336078,0.0002522969,0.0002631694,0.0001023501,0.0003530321,0.000008484835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001901606,"about_ca_system_score_gemma":0.000697219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04861257,"about_ca_topic_score_gemma":0.1445098,"domain_scores_codex":[0.996496,0.0001566156,0.0007483723,0.0009005549,0.000482849,0.001215617],"domain_scores_gemma":[0.9984158,0.0002862003,0.000536981,0.000260148,0.0001500436,0.0003508712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005697565,0.0002457343,0.9667607,0.0003480082,0.0004423491,0.0001115968,0.02072492,0.0002258471,0.00003213296,0.0000088153,0.0028377,0.007692467],"study_design_scores_gemma":[0.005790035,0.0007425591,0.9852646,0.00237655,0.0001868025,0.000001716515,0.001064389,0.0003900201,0.001437,0.00002416,0.002242011,0.0004801294],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825249,0.004024297,8.947532e-8,0.00828406,0.0002605804,0.003557021,0.001015305,0.0002130135,0.0001207054],"genre_scores_gemma":[0.9634471,0.01416719,0.00001054776,0.0003423936,0.00004734473,0.0171994,0.0004743074,0.0001284466,0.004183257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09589723,"threshold_uncertainty_score":0.9998478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05146317388185969,"score_gpt":0.3432845979699535,"score_spread":0.2918214240880938,"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."}}