{"id":"W3217601899","doi":"10.3390/curroncol28060414","title":"Predictors of CRC Stage at Diagnosis among Male and Female Adults Participating in a Prospective Cohort Study: Findings from Alberta’s Tomorrow Project","year":2021,"lang":"en","type":"article","venue":"Current Oncology","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Alberta Health Services; Alberta Health; University of Alberta; University of Calgary","funders":"Health Canada; Canadian Institutes of Health Research; Alberta Cancer Foundation; Alberta Health Services; Government of Alberta; Partenariat Canadien Contre Le Cancer","keywords":"Medicine; Prospective cohort study; Cohort; Stage (stratigraphy); Family medicine; Gerontology; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001135478,0.0001942681,0.0007133996,0.00013154,0.000459334,0.000008026643,0.0001201579,0.0002601943,0.002228054],"category_scores_gemma":[0.002270993,0.000188044,0.00004421984,0.0003260079,0.0001342329,0.000253958,0.0004382505,0.0009169621,0.00005124808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005983396,"about_ca_system_score_gemma":0.0007564843,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01850639,"about_ca_topic_score_gemma":0.3389451,"domain_scores_codex":[0.9958321,0.001793094,0.0008967941,0.0006272185,0.0002514648,0.0005993571],"domain_scores_gemma":[0.9947762,0.003998384,0.0005808308,0.0002733046,0.00021955,0.0001516856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002785833,0.00174271,0.9164236,0.0006693505,0.00006721426,0.000042762,0.07916321,0.000001373854,0.00000642963,0.0000224857,0.001072472,0.0005097759],"study_design_scores_gemma":[0.002687116,0.0006277057,0.9618508,0.0007390348,0.0001324085,9.652751e-7,0.02719642,0.0001234776,0.00007389929,0.00001264502,0.006406603,0.000148919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919269,0.0007283392,0.000001470637,0.0002837285,0.001186069,0.003554133,0.0001022979,0.00002731402,0.002189755],"genre_scores_gemma":[0.9923369,0.0006594898,0.00007609505,0.00006718846,0.0001651906,0.005522961,0.00004877776,0.00002046029,0.001102938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3204387,"threshold_uncertainty_score":0.998684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1410537021693767,"score_gpt":0.4949953636268179,"score_spread":0.3539416614574412,"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."}}