{"id":"W3081051796","doi":"10.1177/0840470420950361","title":"The ELIAS framework: A prescription for innovation and change","year":2020,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Contextualization; Process management; Knowledge management; Health care; Adaptation (eye); Accountability; Business; Learning organization; Process (computing); Sustainability; Computer science; Psychology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00158302,0.0001945843,0.0002361567,0.0001127724,0.002406185,0.00004324051,0.0002251733,0.0001976429,0.0000250941],"category_scores_gemma":[0.0003219992,0.0001553801,0.00004599434,0.000589376,0.00005170663,0.0001940619,0.0003626137,0.000511305,0.00007524948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448637,"about_ca_system_score_gemma":0.00005374394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004726573,"about_ca_topic_score_gemma":0.0005890191,"domain_scores_codex":[0.9970116,0.0004452144,0.0008148838,0.0004628108,0.0003228124,0.0009426473],"domain_scores_gemma":[0.998458,0.000403632,0.000312463,0.0003730977,0.0002464166,0.000206373],"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":[0.0001580225,0.00001307175,0.002295487,0.003424324,0.00003326598,0.000001501171,0.004362396,2.545256e-7,0.000001277094,0.7531747,0.04393667,0.1925991],"study_design_scores_gemma":[0.000631313,0.0002662673,0.00991386,0.0002837891,0.00002241707,1.279698e-7,0.02482191,0.0006705532,0.000001281131,0.0376407,0.9255857,0.0001621157],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006058971,0.001262219,0.03616443,0.9411333,0.001563381,0.01112797,0.00005925615,0.0003518767,0.002278548],"genre_scores_gemma":[0.6839325,0.003408117,0.004184571,0.2965003,0.001359205,0.007995516,0.0001458652,0.00007567456,0.002398252],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.881649,"threshold_uncertainty_score":0.9988925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2893470935528024,"score_gpt":0.4789649317762923,"score_spread":0.1896178382234899,"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."}}