{"id":"W7065739693","doi":"","title":"Evaluating the associations between social variables and nutritional risk in a population cohort of Canadian adults","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Cohort; Population; Cohort study; Epidemiology; MEDLINE; Risk assessment","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001188949,0.0002324153,0.000355376,0.0004229737,0.001075763,0.00004152794,0.0001702081,0.0002006938,0.00007018221],"category_scores_gemma":[0.0001779112,0.000233216,0.00008598506,0.0009124646,0.00001944789,0.0002362449,0.00002721682,0.0006042666,0.00001944566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002518076,"about_ca_system_score_gemma":0.0001141049,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2024142,"about_ca_topic_score_gemma":0.1768118,"domain_scores_codex":[0.9980943,0.0002262083,0.0005848256,0.0003334479,0.0004095898,0.0003516165],"domain_scores_gemma":[0.9987891,0.0003087592,0.0004865568,0.0001278948,0.0001936002,0.00009410084],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004536619,0.00003637365,0.9062906,0.00006060876,0.0002636629,6.410713e-7,0.00009458445,0.0000404751,0.0003495409,0.01116079,0.000003800503,0.08165354],"study_design_scores_gemma":[0.0005295653,0.0000226323,0.9842294,0.0001449124,0.0001250253,7.059023e-8,0.0001880431,0.0002032582,0.0008972613,0.01327081,0.0001385379,0.0002504069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906625,0.00001585094,1.922199e-8,0.00001094341,0.0001889116,0.0004576564,0.005087612,0.00002242339,0.003554095],"genre_scores_gemma":[0.9931502,0.0000178912,0.00007937555,0.000006384016,0.00009987876,0.000133486,0.006208245,0.00003986774,0.0002646898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08140314,"threshold_uncertainty_score":0.9510272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03173639493488752,"score_gpt":0.2883660671506136,"score_spread":0.2566296722157261,"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."}}