{"id":"W4401280014","doi":"10.1177/08404704241268565","title":"Innovating for impact: Standards and assessments as a catalyst for safer, integrated, people-centred care","year":2024,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Standards Association","funders":"","keywords":"Accreditation; SAFER; Workforce; Equity (law); Public relations; Health care; Business; Quality (philosophy); Political science; Medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.1642483,0.0009101944,0.0008604696,0.004250262,0.01206811,0.0358553,0.004753995,0.01165848,0.006776504],"category_scores_gemma":[0.156272,0.000902316,0.0013301,0.003324881,0.05183214,0.03584579,0.03902015,0.02620503,0.001546961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02102494,"about_ca_system_score_gemma":0.08695071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0112358,"about_ca_topic_score_gemma":0.01463146,"domain_scores_codex":[0.8212109,0.1202593,0.005279803,0.005227944,0.04002459,0.007997397],"domain_scores_gemma":[0.8243179,0.1003452,0.01120414,0.01700495,0.02573383,0.0213941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005383944,0.0003122177,0.007170491,0.0008203129,0.00007639659,0.0003331899,0.07580211,0.001315884,0.0009325214,0.5846514,0.05575513,0.2727764],"study_design_scores_gemma":[0.00004486516,0.000219811,0.003665478,0.002980723,0.00004290399,0.0002404015,0.04066341,0.00101727,0.001359871,0.5799255,0.3696783,0.000161428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0142104,0.006769326,0.08599387,0.8076891,0.003677072,0.0003252451,0.00005197157,0.0006438251,0.08063917],"genre_scores_gemma":[0.7276908,0.01183991,0.1405358,0.09711614,0.003103108,0.0006162337,0.0001388563,0.0006672929,0.01829187],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1642483,"threshold_uncertainty_score":0.8686386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07881380332077816,"score_gpt":0.5092107522219563,"score_spread":0.4303969489011782,"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."}}