{"id":"W2158196210","doi":"10.1016/j.mad.2006.01.007","title":"Going from bad to worse: A stochastic model of transitions in deficit accumulation, in relation to mortality","year":2006,"lang":"en","type":"article","venue":"Mechanisms of Ageing and Development","topic":"Global Health Care Issues","field":"Health Professions","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Relation (database); Psychology; Econometrics; Gerontology; Demography; Medicine; Economics; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004511559,0.0009530598,0.002311976,0.001273159,0.001778455,0.005546583,0.003194546,0.006746517,0.01184526],"category_scores_gemma":[0.02059261,0.001271989,0.001689834,0.001542836,0.003232724,0.003872232,0.002633269,0.004910054,0.001127234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003929791,"about_ca_system_score_gemma":0.002826942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06633046,"about_ca_topic_score_gemma":0.04845548,"domain_scores_codex":[0.9987508,0.0005180811,0.00006026199,0.0002331356,0.00007644209,0.0003612276],"domain_scores_gemma":[0.9894098,0.007006023,0.001322263,0.0002964403,0.0005340804,0.00143144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006855098,0.0003514338,0.01875507,0.0001292674,0.0002640492,0.0008961484,0.001168836,0.6894354,0.0007078188,0.2741673,0.008135123,0.005304051],"study_design_scores_gemma":[0.0002188545,0.0002106699,0.008868563,0.00005127923,0.0001655795,0.0002802523,0.0008287461,0.8437023,0.00008669234,0.1436401,0.001808943,0.0001379974],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8084,0.001712873,0.1228061,0.03462188,0.0004704079,0.0002053678,0.006887423,0.0005148945,0.0243809],"genre_scores_gemma":[0.9765286,0.0006647375,0.002729351,0.0005667314,0.000137227,0.0001016489,0.0006373305,0.00005615812,0.01857815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06633046,"threshold_uncertainty_score":0.1318887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08122986000715292,"score_gpt":0.3938534806296264,"score_spread":0.3126236206224735,"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."}}