{"id":"W2165522200","doi":"10.1186/1748-5908-5-79","title":"Conservation of resources theory and research use in health systems","year":2010,"lang":"en","type":"article","venue":"Implementation Science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":141,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Institute of Population and Public Health; Bridgepoint Active Healthcare; University of Manitoba; University of Ottawa; Manitoba Health","funders":"Canadian Institutes of Health Research","keywords":"Health services research; Health administration; Knowledge translation; Context (archaeology); Nursing research; Government (linguistics); Medicine; Resource (disambiguation); Knowledge management; Health informatics; Resource dependence theory; Health policy; Management science; Public health; Environmental resource management; Nursing; Management; Computer science; Economics","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":[0.06168641,0.00008081776,0.000184388,0.00101429,0.001300187,0.00007585732,0.0003441314,0.0000477039,0.0002387737],"category_scores_gemma":[0.007462807,0.00007427244,0.000009168262,0.002462112,0.001087171,0.001136339,0.0001864332,0.0005132676,0.00002230818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002065405,"about_ca_system_score_gemma":0.002496825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01841397,"about_ca_topic_score_gemma":0.01097284,"domain_scores_codex":[0.9928789,0.003092518,0.001398829,0.0004173369,0.001300381,0.0009119933],"domain_scores_gemma":[0.9901282,0.007821518,0.0005751335,0.0003435775,0.0008521255,0.0002795103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003444368,0.00001407815,0.7162821,0.0002237895,0.000001153207,4.018257e-7,0.05223751,0.000002965777,0.03166604,0.1944399,0.001966509,0.003131135],"study_design_scores_gemma":[0.001014017,0.0001032678,0.8916783,0.00008323352,7.975158e-7,0.000002185529,0.0639092,0.0002180969,0.0005931233,0.002064989,0.04024575,0.00008700512],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908603,0.00001143571,0.000383859,0.006345751,0.0004084264,0.00155871,0.00005194791,0.00002158531,0.0003579711],"genre_scores_gemma":[0.9951019,0.00002050911,0.001262874,0.003206584,0.00005015579,0.000178707,0.000003411984,0.000007200071,0.0001686548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1923749,"threshold_uncertainty_score":1,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.843922305226606,"score_gpt":0.7873637475142183,"score_spread":0.05655855771238771,"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."}}