{"id":"W3094556160","doi":"10.1332/175795920x16009650086121","title":"Panel recovery after 22 years: how we reactivated a 45 year cohort study in Canada","year":2020,"lang":"en","type":"article","venue":"Longitudinal and Life Course Studies","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; York University; Dalhousie University","funders":"","keywords":"Cohort; Attrition; Government (linguistics); TRACE (psycholinguistics); Cohort study; Gerontology; Geography; Demographic economics; Medicine; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000155194,0.000222827,0.0006741862,0.00004561164,0.00004327466,0.00002214932,0.00007830565,0.00003098762,0.00005765583],"category_scores_gemma":[0.0004397515,0.000189795,0.00004771326,0.00027834,0.00008528632,0.0001085984,0.0001732187,0.0002281443,0.00001581049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404603,"about_ca_system_score_gemma":0.0005050619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05445256,"about_ca_topic_score_gemma":0.2502823,"domain_scores_codex":[0.998499,0.00007799833,0.0002345743,0.0004951553,0.0003965338,0.0002967647],"domain_scores_gemma":[0.9991708,0.0001065993,0.00007783793,0.0002438614,0.0001078121,0.0002931346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009296738,0.0001534362,0.968781,0.0001085752,0.0008824546,0.001606262,0.0005945665,0.000002297756,0.000008248801,0.000001746802,0.02616436,0.0007673572],"study_design_scores_gemma":[0.001426121,0.0003216977,0.9842574,0.0001701578,0.0002725722,0.000007212262,0.008688134,0.00001351876,0.000003345446,0.000005232821,0.004634904,0.000199716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831398,0.007811684,7.970606e-7,0.007888084,0.000158261,0.0006285915,0.0001534389,0.00004745086,0.0001718817],"genre_scores_gemma":[0.9966578,0.001989691,0.00002682813,0.0007737259,0.0002191904,0.00009470261,0.00002093729,0.00002277391,0.0001943887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1958298,"threshold_uncertainty_score":0.9518439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578747820195279,"score_gpt":0.2768230220646202,"score_spread":0.2310355438626674,"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."}}