{"id":"W4404829081","doi":"10.1136/bmjopen-2023-083594","title":"Combined prediagnostic lifestyle factors and survival of breast, colorectal and lung cancer in the Norwegian Women and Cancer (NOWAC) study: a prospective cohort study","year":2024,"lang":"en","type":"article","venue":"BMJ Open","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Hazard ratio; Colorectal cancer; Body mass index; Breast cancer; Cancer; Prospective cohort study; Proportional hazards model; Internal medicine; Norwegian; Cohort study; Lung cancer; European Prospective Investigation into Cancer and Nutrition; Cohort; Cancer registry; Population; Demography; Oncology; Confidence interval; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007694195,0.0001964811,0.0005663848,0.00008926397,0.00007035813,0.0001394037,0.0001269962,0.00004474522,0.00009210283],"category_scores_gemma":[0.00007264021,0.0001223589,0.00001941118,0.000291354,0.0001190455,0.0001440487,0.0002580553,0.0002098976,2.453561e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001908346,"about_ca_system_score_gemma":0.0003432173,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02556527,"about_ca_topic_score_gemma":0.01753052,"domain_scores_codex":[0.9986383,0.0001357009,0.0002729153,0.0004263451,0.0003050496,0.000221686],"domain_scores_gemma":[0.9992592,0.0003145206,0.00006749179,0.0001901877,0.000054984,0.0001136576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008438078,0.0004486248,0.9463585,0.0001770049,0.0004592808,0.00006717684,0.05043679,0.000001658674,0.0000239194,0.000009472044,0.0001301998,0.001043555],"study_design_scores_gemma":[0.003242852,0.00147856,0.9741513,0.0002639435,0.0002763596,0.00001451089,0.02024741,0.0001375432,0.000007246137,0.00001505699,0.00001974826,0.0001454514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798427,0.0005499488,3.0581e-7,0.0003088772,0.0001969014,0.01863914,0.000197509,0.00001574527,0.0002488248],"genre_scores_gemma":[0.9947491,0.0001959837,0.000001303934,0.00002825619,0.00008164129,0.004786061,0.000004139777,0.00002387337,0.0001296752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03018937,"threshold_uncertainty_score":0.9809236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168837555435348,"score_gpt":0.3730287063047373,"score_spread":0.3513403307503838,"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."}}