{"id":"W3196695938","doi":"10.1007/s10067-021-05873-7","title":"Patient feedback identifies “Rheum” to improve clinic visit preparedness","year":2021,"lang":"en","type":"article","venue":"Clinical Rheumatology","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; University of Alberta; Queen's University; Alberta Health Services","funders":"","keywords":"Medicine; Preparedness; Psychological intervention; Family medicine; Patient satisfaction; Checklist; Quality management; Outpatient clinic; Cohort; Medical emergency; Physical therapy; Internal medicine; Nursing","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":[0.01106452,0.0004284788,0.0006302774,0.001030322,0.001518765,0.0024564,0.0006664473,0.001307099,0.01017115],"category_scores_gemma":[0.05730185,0.0002347107,0.000811325,0.0005802706,0.0004042608,0.001345699,0.001392457,0.001756698,0.001538378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001546011,"about_ca_system_score_gemma":0.004772148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488277,"about_ca_topic_score_gemma":0.004487517,"domain_scores_codex":[0.9859002,0.008867776,0.0009560958,0.0004734952,0.002825346,0.0009770218],"domain_scores_gemma":[0.946761,0.02755512,0.007939036,0.001345513,0.0105045,0.005894937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001370352,0.005276564,0.3021416,0.001363674,0.0002899446,0.000307442,0.00921345,0.0007068763,0.00346102,0.0009568661,0.05933911,0.615573],"study_design_scores_gemma":[0.0006251002,0.009598912,0.8705442,0.002015169,0.0007395617,0.001151351,0.0238908,0.007110193,0.006266913,0.003261858,0.0745326,0.0002633608],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725189,0.002249297,0.01304215,0.03852364,0.001905671,0.0009787111,0.0007585274,0.001631359,0.06839163],"genre_scores_gemma":[0.9723612,0.0005083702,0.01570986,0.006354341,0.000334262,0.0002618261,0.0003185541,0.0001200323,0.004031503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106452,"threshold_uncertainty_score":0.05851555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046620561317152,"score_gpt":0.4956893112816642,"score_spread":0.3910272551499491,"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."}}