{"id":"W2980912419","doi":"10.12927/hcpol.2019.25942","title":"Creating Clinical Cohorts: Challenges Encountered in Two Canadian Provinces","year":2019,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nine Circles Community Health Centre; Government of Manitoba; St. Michael's Hospital; University of Manitoba; Bruyère; Memorial University of Newfoundland; Manitoba Health","funders":"","keywords":"Human immunodeficiency virus (HIV); Linkage (software); Health care; Public health; Data collection; Healthcare system; Political science; Economic growth; Public relations; Medicine; Family medicine; Nursing; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001966227,0.00009399884,0.0002922437,0.0003018064,0.0003319103,0.00007550156,0.0003095891,0.00006427808,0.0001099885],"category_scores_gemma":[0.0006507884,0.00009076558,0.00007075319,0.000330569,0.0001045583,0.0002106016,0.00004497964,0.0002362736,0.0001146425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004092579,"about_ca_system_score_gemma":0.003269887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9805033,"about_ca_topic_score_gemma":0.9970539,"domain_scores_codex":[0.9977414,0.0006065029,0.0004129303,0.0003309655,0.0002571274,0.0006510943],"domain_scores_gemma":[0.99884,0.0002766357,0.0001127446,0.000258479,0.00005167998,0.0004604093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000459464,0.00002421427,0.7084922,0.00004457436,0.0000100721,0.000008592608,0.01676585,0.000002420883,8.311122e-7,0.1252687,0.0001358489,0.1492421],"study_design_scores_gemma":[0.000531894,0.0001179557,0.6552899,0.0004494728,0.00001021017,0.000001852594,0.03938532,0.0004075281,0.000001571856,0.005351873,0.2980335,0.0004188484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6665451,0.0009586538,0.000001000538,0.07238387,0.0002741492,0.00045801,0.000051206,0.00004916324,0.2592789],"genre_scores_gemma":[0.9942665,0.00230969,0.00009917878,0.001805627,0.0008725339,0.00001197243,0.00001386851,0.000009947714,0.0006106521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3277214,"threshold_uncertainty_score":0.5800639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07728191673054058,"score_gpt":0.4637295312494034,"score_spread":0.3864476145188628,"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."}}