{"id":"W3175855983","doi":"10.1186/s13690-021-00703-3","title":"Using the QI Maturity Tool – Modified Ontario Version to assess the state of QI maturity in Ontario’s public health units","year":2021,"lang":"en","type":"article","venue":"Archives of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Initiatives Ontario North; HalTech; Regional Municipality of Niagara; Brock University","funders":"Public Health Ontario; Canadian Institutes of Health Research","keywords":"Maturity (psychological); Public health; Medicine; Health services research; Health informatics; Health administration; Environmental health; Traditional medicine; Nursing; Political science; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004346022,0.0003505509,0.0003628223,0.001871696,0.001688675,0.001073601,0.000953808,0.0002936308,0.003167198],"category_scores_gemma":[0.01091179,0.0003772721,0.0009429483,0.003096462,0.0006764557,0.0008388726,0.001728169,0.0006644657,0.0003404816],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01899168,"about_ca_system_score_gemma":0.03809559,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7531276,"about_ca_topic_score_gemma":0.8813791,"domain_scores_codex":[0.9962776,0.0007005206,0.0005800943,0.000184349,0.001728711,0.0005287238],"domain_scores_gemma":[0.9883459,0.001036408,0.002230576,0.0003291389,0.006958491,0.001099611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001657711,0.0001416413,0.8982117,0.0006202271,0.000108673,0.0001544696,0.007441335,0.0004750279,0.0008917189,0.000794672,0.02306448,0.06793036],"study_design_scores_gemma":[0.00003457846,0.00009255009,0.9808157,0.0001719993,0.00002330205,0.00004363198,0.002676924,0.0005722538,0.0002157024,0.0001953055,0.01512913,0.00002883155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9222508,0.001049797,0.006444549,0.00354319,0.0001044417,0.005389371,0.02170322,0.0002509305,0.03926373],"genre_scores_gemma":[0.9558457,0.000926352,0.0226238,0.0003673243,0.00002202814,0.004333955,0.01078624,0.00004012891,0.005054511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9810084,"threshold_uncertainty_score":0.4966526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3764673782616325,"score_gpt":0.4539360191029342,"score_spread":0.07746864084130178,"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."}}