{"id":"W2957406257","doi":"10.3899/jrheum.181376","title":"Suboptimal Immunization Coverage among Canadian Rheumatology Patients in Routine Clinical Care","year":2019,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"Canadian Rheumatology Association","keywords":"Medicine; Internal medicine; Vaccination; Rheumatology; Rheumatoid arthritis; Population; Immunology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0006349225,0.0003074103,0.0004315301,0.0008660978,0.00182974,0.001081957,0.0009774878,0.0005133374,0.002485883],"category_scores_gemma":[0.003936632,0.000302253,0.000359886,0.002623717,0.00051525,0.0003719988,0.0005483598,0.0005943989,0.0002251721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0118081,"about_ca_system_score_gemma":0.009903542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9548841,"about_ca_topic_score_gemma":0.9550148,"domain_scores_codex":[0.9983478,0.0001152819,0.00009954479,0.0002403253,0.0006562457,0.0005408666],"domain_scores_gemma":[0.9977089,0.0001606345,0.0008115156,0.00005665116,0.00067521,0.0005870435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002732518,0.00001425021,0.9978642,0.00001081739,0.00001691438,0.00004299383,0.0001441243,0.00002812691,0.0000578963,0.00001404016,0.0004802213,0.001298976],"study_design_scores_gemma":[0.000004663553,0.00001812854,0.9991823,0.00001298389,0.000009669199,0.00008319992,0.0002557499,0.0001339112,0.00001937585,0.000004275034,0.0002717175,0.000004098616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955872,0.0005711723,0.00003412586,0.0003700081,0.00001076094,0.00002147501,0.001332632,0.000008553608,0.002063995],"genre_scores_gemma":[0.9989367,0.0001751861,0.00005095694,0.0001244939,0.000007402614,0.000005111066,0.0005591558,0.000001618086,0.000139394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04511589,"threshold_uncertainty_score":0.09076309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00870132214801447,"score_gpt":0.274509775200203,"score_spread":0.2658084530521886,"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."}}