{"id":"W4417274116","doi":"10.12927/hcq.2025.27732","title":"Health Quality 5.0: The Future is NOW","year":2025,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Home and Community Care Support Services","funders":"","keywords":"Quality (philosophy); Context (archaeology); Sustainability; Work (physics); Set (abstract data type); Health care; Affect (linguistics); Quality management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02317475,0.0005939003,0.0007016018,0.00137022,0.00623683,0.0189215,0.001757866,0.008562066,0.01675368],"category_scores_gemma":[0.02449905,0.0003341849,0.0008907473,0.00171004,0.01617893,0.0212386,0.008432926,0.02027831,0.003880175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009593704,"about_ca_system_score_gemma":0.02529225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007958602,"about_ca_topic_score_gemma":0.008756796,"domain_scores_codex":[0.9825107,0.007770438,0.0009748855,0.0009070932,0.005384602,0.002452209],"domain_scores_gemma":[0.9673575,0.00932036,0.002113401,0.002553743,0.008163446,0.01049153],"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":[0.00005434949,0.00007132322,0.001373289,0.0008800928,0.00002230671,0.00009840773,0.006236744,0.0001482165,0.0004568594,0.3975705,0.4390411,0.1540469],"study_design_scores_gemma":[0.000009322115,0.0000696702,0.001444827,0.001329089,0.00001535274,0.000156359,0.005937238,0.000135636,0.0001744146,0.07467189,0.9160204,0.00003588193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001175832,0.01995288,0.003108018,0.9226393,0.01892214,0.0000203053,0.00005700001,0.0001557453,0.03396876],"genre_scores_gemma":[0.1902381,0.06622742,0.02290204,0.6361985,0.03405763,0.0001781559,0.0004976886,0.0003406993,0.04935968],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02317475,"threshold_uncertainty_score":0.1225612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06361716082853576,"score_gpt":0.5162366646530809,"score_spread":0.4526195038245452,"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."}}