{"id":"W4387639718","doi":"10.1177/15598276231205253","title":"Novel Lifestyle Medicine Virtual Referral Clinic: A Quality Improvement Initiative to Increase Value-Based Care","year":2023,"lang":"en","type":"article","venue":"American Journal of Lifestyle Medicine","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Medicine; Referral; Telehealth; Lifestyle medicine; Health care; Telemedicine; Primary care; Nursing; Quality (philosophy); Quality management; Family medicine; Medical education; Management system","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":[0.008874512,0.0004768459,0.000302138,0.0008334455,0.002763693,0.002986511,0.002870875,0.00160357,0.0103183],"category_scores_gemma":[0.0103735,0.000355348,0.001083179,0.0006044812,0.0008996444,0.002084916,0.004149285,0.002767135,0.001211748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00294817,"about_ca_system_score_gemma":0.01312362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003974904,"about_ca_topic_score_gemma":0.01374242,"domain_scores_codex":[0.9923379,0.004226706,0.000365666,0.0007042384,0.001557045,0.0008085368],"domain_scores_gemma":[0.9835709,0.0021161,0.001504592,0.0009939966,0.002258498,0.009555961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009625325,0.02096231,0.06454331,0.001651767,0.0002048597,0.001822146,0.003874318,0.002275553,0.01391511,0.004715191,0.09097202,0.7941008],"study_design_scores_gemma":[0.008387013,0.04781378,0.3514192,0.003489861,0.001286427,0.01293224,0.02386687,0.05641514,0.02269936,0.01051394,0.460091,0.001085135],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6697509,0.003161483,0.1112872,0.122397,0.005909713,0.01276998,0.001378853,0.008713066,0.06463167],"genre_scores_gemma":[0.6537726,0.00142703,0.3079807,0.02204076,0.001970115,0.003986273,0.0008907953,0.0002659067,0.007665764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0103183,"threshold_uncertainty_score":0.04693341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1372010621647348,"score_gpt":0.5093374723424021,"score_spread":0.3721364101776673,"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."}}