{"id":"W2096869125","doi":"10.1186/1748-5908-6-60","title":"Determining research knowledge infrastructure for healthcare systems: a qualitative study","year":2011,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; McMaster University; McMaster University Medical Centre","funders":"Canadian Institutes of Health Research; Canada Research Chairs; McMaster University","keywords":"Health services research; Health administration; Health informatics; Public health; Health care; Medicine; Qualitative research; Implementation research; Nonprobability sampling; Psychological intervention; Nursing; Knowledge management; Environmental health; Political science; Sociology; Population","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":[0.02891986,0.0001077087,0.0001774112,0.0007720442,0.004888133,0.00007312373,0.0006771064,0.00005232363,0.0003081178],"category_scores_gemma":[0.001800783,0.00008893017,0.00002098597,0.002482756,0.0004667501,0.0008197127,0.0001985967,0.0004338385,0.0001469528],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000811373,"about_ca_system_score_gemma":0.007235533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003681153,"about_ca_topic_score_gemma":0.002406985,"domain_scores_codex":[0.9934824,0.002503346,0.0007860261,0.0005900034,0.001161766,0.001476521],"domain_scores_gemma":[0.9942213,0.001839515,0.0001729535,0.000351933,0.002877106,0.0005372338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003281421,0.00007049408,0.05068054,0.0001999904,0.000003113436,4.02233e-7,0.9301599,3.811789e-7,0.000266929,0.004442684,0.008012217,0.0061305],"study_design_scores_gemma":[0.0006448145,0.0008003758,0.1013975,0.00004575691,0.000001940067,5.387662e-7,0.8917756,0.000225889,0.00007691406,0.001282275,0.003664459,0.00008390477],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987542,0.00004737689,0.00148844,0.0005141955,0.001727567,0.006213946,0.00004836352,0.00004768182,0.002370466],"genre_scores_gemma":[0.9944675,0.000006254443,0.001884365,0.0001616884,0.0002490065,0.002947109,0.00001036049,0.00001060046,0.0002631348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05071699,"threshold_uncertainty_score":0.9999313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8398262241548407,"score_gpt":0.7762922958639151,"score_spread":0.06353392829092552,"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."}}