{"id":"W4406934741","doi":"10.1016/j.clon.2025.103773","title":"Impact of Delay in Healthcare Access on Anal Cancer Diagnosis","year":2025,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Anal cancer; Health care; Cancer; Intensive care medicine; Oncology; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002005686,0.0001968643,0.0002737958,0.001052215,0.0008707921,0.001715337,0.0006196112,0.0003982845,0.007737475],"category_scores_gemma":[0.02459344,0.0002182491,0.0004634577,0.001677044,0.0004289518,0.00137463,0.002974142,0.001214522,0.0004087751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002569575,"about_ca_system_score_gemma":0.002988075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01592593,"about_ca_topic_score_gemma":0.01893393,"domain_scores_codex":[0.9955801,0.001103999,0.0008545524,0.000379129,0.001033264,0.001049004],"domain_scores_gemma":[0.9734349,0.007273948,0.01387026,0.0004604918,0.002126768,0.002833743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00017385,0.00004665776,0.9799705,0.0002812455,0.00003736125,0.0006639179,0.0009343521,0.0002228881,0.0001330201,0.0001839117,0.001883409,0.01546891],"study_design_scores_gemma":[0.000007518211,0.0002197353,0.9855835,0.0005269909,0.00003474881,0.001996636,0.00529874,0.0003074485,0.0001990868,0.0001425077,0.005660177,0.00002292624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790237,0.005550322,0.0003064519,0.004654155,0.0002258917,0.00008095348,0.002422431,0.00003907605,0.00769689],"genre_scores_gemma":[0.9977466,0.001019839,0.0001335783,0.0002817588,0.00006051095,0.00001603166,0.0004019375,0.000006433251,0.0003332603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01592593,"threshold_uncertainty_score":0.03166652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1837624087350173,"score_gpt":0.5911854135247532,"score_spread":0.4074230047897359,"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."}}