{"id":"W4380788499","doi":"10.22541/au.168681800.09934750/v1","title":"Contextual Factors Influencing the Effects of a Quality Improvement Support Agency (QISA): A Qualitative Study","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Agency (philosophy); Public relations; Business; Knowledge management; Focus group; Corporate governance; Quality (philosophy); Qualitative research; Political science; Process management; Marketing; Sociology; Computer 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0152449,0.0006587424,0.001647893,0.0002787946,0.0009238606,0.00002668721,0.001006092,0.000585326,0.0004447298],"category_scores_gemma":[0.004173201,0.0004310918,0.0004022347,0.0003807312,0.0001934766,0.00009888578,0.003539631,0.002791322,0.0002504619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007107037,"about_ca_system_score_gemma":0.001793291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1142852,"about_ca_topic_score_gemma":0.01942899,"domain_scores_codex":[0.9794258,0.01333364,0.003611783,0.001092469,0.00141612,0.001120119],"domain_scores_gemma":[0.9836044,0.01143927,0.002106077,0.001896246,0.0006550051,0.0002989928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008325541,0.0006115781,0.006538942,0.01627494,0.0008822175,0.00001311016,0.9581187,0.000003878599,0.0001124643,0.009143432,0.005794242,0.002423287],"study_design_scores_gemma":[0.001223376,0.001254908,0.08458596,0.0007946179,0.0001974125,2.865086e-8,0.904801,0.000004501184,0.00007895485,0.005789895,0.000825662,0.0004437473],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728333,0.00005358153,0.000902828,0.002894689,0.004296974,0.01648729,0.000182536,0.0004222842,0.00192654],"genre_scores_gemma":[0.9830979,0.00007682665,0.00004561165,0.002766125,0.0001901566,0.003194232,0.0001224496,0.00007807914,0.01042864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09485624,"threshold_uncertainty_score":0.9998141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.283453348877571,"score_gpt":0.5656532770100205,"score_spread":0.2821999281324495,"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."}}