{"id":"W4254451367","doi":"10.21203/rs.3.rs-19701/v1","title":"Overcoming Recruitment Challenges in Nursing Home Research with Nurses and Health Care Aides","year":2020,"lang":"en","type":"preprint","venue":"Research Square (Research Square)","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Respondent; Health care; Nursing; Qualitative research; Work (physics); Psychology; Data collection; Research design; Medical education; Medicine; Sociology; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5874422,0.001013768,0.002143831,0.003512261,0.02485618,0.01901067,0.00964669,0.01022863,0.007509443],"category_scores_gemma":[0.461007,0.002517795,0.00179198,0.00296349,0.0202666,0.01397152,0.02479031,0.008418509,0.002464167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009465269,"about_ca_system_score_gemma":0.04097049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002610306,"about_ca_topic_score_gemma":0.005377006,"domain_scores_codex":[0.2403192,0.7264914,0.009024446,0.005505866,0.01274711,0.005911991],"domain_scores_gemma":[0.3598601,0.5514719,0.01752592,0.02814889,0.02820287,0.01479032],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005480705,0.000952952,0.01033593,0.007652585,0.0002168607,0.002554146,0.7283444,0.0006272771,0.001260999,0.0153396,0.01503433,0.2171329],"study_design_scores_gemma":[0.000730896,0.002742384,0.007428284,0.0185478,0.0001803634,0.002697884,0.7270153,0.001880831,0.002527171,0.04693678,0.1890308,0.0002816134],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4244258,0.01885034,0.198852,0.2694559,0.00661858,0.03186556,0.0002238724,0.0008342109,0.04887376],"genre_scores_gemma":[0.6743413,0.005701253,0.1935342,0.06064327,0.001667719,0.05583343,0.0001197783,0.0003500821,0.007808837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5874422,"threshold_uncertainty_score":0.5087574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8597535023217782,"score_gpt":0.6932950914809861,"score_spread":0.166458410840792,"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."}}