{"id":"W4409000134","doi":"10.1186/s43058-025-00715-y","title":"Development and testing of an interactive evaluation tool: the Evaluating QUality and ImPlementation (EQUIP) Tool","year":2025,"lang":"en","type":"article","venue":"Implementation Science Communications","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Calgary; Workers Compensation Board of Alberta; University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates","keywords":"Usability; Quality (philosophy); Process management; Computer science; Quality management; Service delivery framework; Health care; Engineering management; Knowledge management; Service (business); Engineering; Operations management; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03031635,0.0001576659,0.0002154303,0.0004385796,0.004880778,0.0001239165,0.0008922556,0.00004194117,0.0001616327],"category_scores_gemma":[0.005320921,0.0001349569,0.00001719643,0.001972718,0.0008006064,0.001631953,0.0009815495,0.0002966451,0.000006229425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006004242,"about_ca_system_score_gemma":0.004724586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467917,"about_ca_topic_score_gemma":0.004207634,"domain_scores_codex":[0.9932161,0.00269854,0.001995645,0.0004657036,0.001099249,0.0005247663],"domain_scores_gemma":[0.9899176,0.005530416,0.001195499,0.001115908,0.002132857,0.0001076575],"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":[0.00001699592,0.0000340569,0.09472257,0.00008771296,0.00001806961,2.736679e-8,0.06761213,0.000008315115,0.0204022,0.02992335,0.000120429,0.7870541],"study_design_scores_gemma":[0.001539696,0.00007438604,0.8345348,0.00007931989,0.00004364938,0.000001187937,0.1473948,0.006683279,0.002710989,0.00291032,0.003868113,0.0001594719],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858768,0.00003836261,0.001810478,0.007788559,0.0001741722,0.002955138,0.00004163863,0.00004520492,0.001269631],"genre_scores_gemma":[0.9265401,0.00002030741,0.06872733,0.003376506,0.00001806274,0.001233393,0.00005417558,0.000007744417,0.00002241316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7868947,"threshold_uncertainty_score":0.9984934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8637821341938772,"score_gpt":0.8024825227617275,"score_spread":0.06129961143214968,"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."}}