{"id":"W2057598213","doi":"10.1186/1472-6963-13-399","title":"Patterns of engagement with the health care system and risk of subsequent hospitalization amongst patients with diabetes","year":2013,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada; University of Alberta; University of Calgary; Alberta Health Services","funders":"Canadian Institutes of Health Research; Alberta Innovates; Fondation pour la Recherche Médicale; Government of Alberta; Alberta Health Services","keywords":"Medicine; Health informatics; Health administration; Nursing research; Public health; Diabetes mellitus; Health care; Health services research; Family medicine; Medical emergency; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005863461,0.0001874482,0.0002211668,0.000598383,0.0005562739,0.00102884,0.0004173323,0.0003831606,0.001716377],"category_scores_gemma":[0.00320896,0.000167014,0.0004974586,0.001127339,0.0003260597,0.0003401692,0.0007096436,0.00105792,0.0001166038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399047,"about_ca_system_score_gemma":0.001236671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1384559,"about_ca_topic_score_gemma":0.2019569,"domain_scores_codex":[0.9993435,0.0001238551,0.00005908103,0.00008113059,0.0001732883,0.0002191165],"domain_scores_gemma":[0.9973537,0.0003500715,0.001299472,0.00008868591,0.0002461358,0.0006619631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000214068,0.000015766,0.9992379,0.000002913692,0.00001989509,0.00001354826,0.00004706454,0.00002139451,0.00001530518,0.000005482767,0.00004762941,0.0005517413],"study_design_scores_gemma":[0.000001679298,0.00001633169,0.9996241,0.00000651703,0.000007633507,0.00003731263,0.0001403067,0.00009757146,0.000006000844,0.000008651663,0.00005209944,0.000001739869],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988968,0.0002300873,0.00003619148,0.000158676,0.000004073328,0.000005948174,0.0002336032,0.000003064933,0.0004314834],"genre_scores_gemma":[0.9996045,0.00007296327,0.0000313509,0.00002083882,0.000004783982,0.000002553251,0.0001912877,6.64996e-7,0.00007109948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1384559,"threshold_uncertainty_score":0.2753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0336254037465883,"score_gpt":0.3923310658861921,"score_spread":0.3587056621396038,"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."}}