{"id":"W2131532808","doi":"10.1186/1748-5908-6-61","title":"Instrument development, data collection, and characteristics of practices, staff, and measures in the Improving Quality of Care in Diabetes (iQuaD) Study","year":2011,"lang":"en","type":"article","venue":"Implementation Science","topic":"Diabetes Management and Education","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Chief Scientist Office, Scottish Government Health and Social Care Directorate; Diabetes UK; Scottish Government","keywords":"Medicine; Health informatics; Health administration; Psychological intervention; Family medicine; Data collection; Health services research; Health care; Telephone interview; Proxy (statistics); Nursing; Public health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.05061314,0.0005254796,0.0009173191,0.002291556,0.001185337,0.001747163,0.001906153,0.0007754531,0.001536268],"category_scores_gemma":[0.04922587,0.0009125476,0.00149576,0.004246226,0.001262853,0.0009406301,0.005187178,0.00138085,0.0003931947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003417114,"about_ca_system_score_gemma":0.005479978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009670736,"about_ca_topic_score_gemma":0.007717643,"domain_scores_codex":[0.9580274,0.02852045,0.005907382,0.001539731,0.004525564,0.001479421],"domain_scores_gemma":[0.9647524,0.01656486,0.006947796,0.003687975,0.006555384,0.001491469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009653938,0.0008944183,0.9368804,0.0005669069,0.0002216983,0.00004897536,0.004559341,0.0004446068,0.0002258787,0.0005086763,0.003225309,0.05145846],"study_design_scores_gemma":[0.0007955445,0.001383483,0.9782917,0.0003929879,0.0001886034,0.00009926432,0.004170932,0.001252862,0.0004538487,0.0003779278,0.01255793,0.00003496789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9128117,0.00113716,0.01889049,0.0009891826,0.0001717167,0.04313418,0.01325189,0.0002089456,0.009404733],"genre_scores_gemma":[0.8018089,0.0005822767,0.0655802,0.0006429466,0.00007224249,0.121029,0.008635738,0.00008114808,0.00156746],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05061314,"threshold_uncertainty_score":0.267671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2931252040498178,"score_gpt":0.4625652421481626,"score_spread":0.1694400380983447,"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."}}