{"id":"W4221071771","doi":"10.54194/eghx2582","title":"Bringing value to healthcare through ambulatory services","year":2022,"lang":"en","type":"article","venue":"Canadian Health Policy","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Ambulatory; Vice president; Value (mathematics); Ambulatory care; Medicine; Center (category theory); Management; Nursing; Political science; Computer science; Internal medicine; Law; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004550326,0.000283438,0.000314767,0.001649435,0.001567775,0.00721672,0.0005678069,0.002554647,0.01926473],"category_scores_gemma":[0.02485558,0.0002050386,0.0003558892,0.002005916,0.001846466,0.00422849,0.002979085,0.002776457,0.002234196],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007444048,"about_ca_system_score_gemma":0.01971473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05661148,"about_ca_topic_score_gemma":0.07790025,"domain_scores_codex":[0.9940345,0.001694083,0.0001357355,0.0002176702,0.002618943,0.001299225],"domain_scores_gemma":[0.9811266,0.004143661,0.001042213,0.0008586521,0.005865858,0.006962954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006544442,0.0001038728,0.007423786,0.0002085921,0.00005017516,0.00009121872,0.0004190039,0.0007641953,0.0003338453,0.1137235,0.5999308,0.2768855],"study_design_scores_gemma":[0.00006207083,0.0001062857,0.01777823,0.001649279,0.00004727754,0.0001819809,0.001417608,0.001559415,0.0004780896,0.09819246,0.8784786,0.0000486775],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009930687,0.01801744,0.004612857,0.7071736,0.004665078,0.00005103275,0.0007655486,0.0002103483,0.2545734],"genre_scores_gemma":[0.7087173,0.08004542,0.01163512,0.08542328,0.02495981,0.00008992707,0.001332868,0.0002484871,0.08754779],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.992556,"threshold_uncertainty_score":0.1125639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06133707643417274,"score_gpt":0.3191440911283935,"score_spread":0.2578070146942207,"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."}}