{"id":"W2170493154","doi":"10.4037/ajcc2015274","title":"Provider to Patient Ratios for Nurse Practitioners and Physician Assistants in Critical Care Units","year":2015,"lang":"en","type":"article","venue":"American Journal of Critical Care","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Physician assistants; Nurse practitioners; Nursing; Critical care nursing; Family medicine; Intensive care unit; Acute care; MEDLINE; Health care; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003237057,0.0001325263,0.0003574048,0.0001287145,0.0002385571,0.00003845997,0.00009343489,0.0000635434,0.00001449258],"category_scores_gemma":[0.006345296,0.0001132225,0.00003628311,0.0002922404,0.0002520518,0.0004402026,0.00002384863,0.0005475299,0.00000661742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002804524,"about_ca_system_score_gemma":0.0007808902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008009304,"about_ca_topic_score_gemma":0.000106626,"domain_scores_codex":[0.9979281,0.000609922,0.0005120178,0.0001808116,0.0003649969,0.0004041414],"domain_scores_gemma":[0.9944281,0.001920642,0.0001975373,0.0001250635,0.00278913,0.0005395165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.007293059,0.000800827,0.03207714,0.002673057,0.00006758902,0.0003402793,0.5359508,0.00007728858,0.0004310404,0.02139516,0.03157021,0.3673236],"study_design_scores_gemma":[0.00106293,0.003916621,0.002536149,0.0006380936,0.0001082432,0.00001817353,0.9571652,0.00001644166,0.00005237658,0.0007764912,0.03351619,0.0001930461],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914221,0.001740358,0.001584447,0.07253708,0.002274324,0.001005689,0.000197655,0.00002760551,0.00641184],"genre_scores_gemma":[0.9905289,0.000002865992,0.004639283,0.004398544,0.0003476135,0.00003912938,0.000006621799,0.0000235406,0.00001349927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4212145,"threshold_uncertainty_score":0.759637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0864962482734104,"score_gpt":0.4982049271121842,"score_spread":0.4117086788387738,"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."}}