{"id":"W1603886365","doi":"","title":"A needs assessment to determine the need for respiratory therapy in complex continuing care: A methods paper.","year":2015,"lang":"en","type":"article","venue":"PubMed","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère","funders":"","keywords":"Medicine; Workload; Psychological intervention; Respiratory therapist; Respiratory care; Needs assessment; Relevance (law); Health care; Population; Intensive care medicine; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04277825,0.001430525,0.001334223,0.01204753,0.003803811,0.004485601,0.001938294,0.001871567,0.004836517],"category_scores_gemma":[0.05164325,0.001187678,0.00225279,0.008912799,0.001941851,0.005348368,0.004954173,0.001852952,0.0006130023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009059214,"about_ca_system_score_gemma":0.02809989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006668461,"about_ca_topic_score_gemma":0.01943163,"domain_scores_codex":[0.9732118,0.0194193,0.003143984,0.0008269582,0.002810408,0.0005874744],"domain_scores_gemma":[0.9589407,0.02908557,0.002741758,0.0008471491,0.007380437,0.001004491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003652532,0.002321669,0.03713308,0.02267807,0.0002517774,0.002518159,0.1122501,0.001095191,0.001520799,0.01447346,0.03848818,0.7669044],"study_design_scores_gemma":[0.001365794,0.003663325,0.1169782,0.06194344,0.001044359,0.007193727,0.4619538,0.008855377,0.004256995,0.02912092,0.3029207,0.0007034504],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.2634944,0.03444826,0.1869234,0.03933293,0.002805873,0.3875256,0.008180607,0.0005105432,0.0767783],"genre_scores_gemma":[0.1957847,0.01680122,0.5717033,0.003267292,0.0002116648,0.2001755,0.002547247,0.00007438857,0.009434678],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04277825,"threshold_uncertainty_score":0.2262357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2600782948881653,"score_gpt":0.4797195879598257,"score_spread":0.2196412930716604,"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."}}