{"id":"W7030244050","doi":"","title":"Methods for chronic disease epidemiology: longitudinal data and case definitions","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Spacecraft and Cryogenic Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Incidence (geometry); Control (management); Chronic disease; Longitudinal study; Set (abstract data type); Disease control; Disease; Chronic condition; Medical diagnosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000274146,0.0002147006,0.0003729932,0.0002305892,0.000147855,0.00001237568,0.0003712551,0.0002854519,0.000007409893],"category_scores_gemma":[0.0001645458,0.0002710811,0.0001127222,0.0001448988,0.0001126282,0.0001317786,0.0001671308,0.000279152,0.00001158589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073182,"about_ca_system_score_gemma":0.00006738357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002043587,"about_ca_topic_score_gemma":0.1207894,"domain_scores_codex":[0.999182,0.00003435788,0.0001074696,0.0003946901,0.00004810337,0.0002333488],"domain_scores_gemma":[0.9989113,0.0003179471,0.00006773242,0.0005776777,0.0000405381,0.00008475619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008799178,0.0002651993,0.02035377,0.0403835,0.007558041,0.006506816,0.002367168,0.002237213,0.00278632,0.05302611,0.400897,0.4627389],"study_design_scores_gemma":[0.002595492,0.0005234953,0.1016489,0.002192116,0.01156354,0.0006883419,0.1456198,0.413625,0.0003718583,0.04849072,0.2692716,0.003409033],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6686949,0.1663293,0.1501699,0.002518097,0.002644441,0.001546258,0.003943681,0.002398962,0.001754588],"genre_scores_gemma":[0.6509913,0.03060471,0.3046258,0.00002073661,0.0004378151,0.00002826848,0.01046106,0.0002954802,0.002534834],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4593299,"threshold_uncertainty_score":0.9999741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09966634556589384,"score_gpt":0.3228914424623898,"score_spread":0.223225096896496,"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."}}