{"id":"W4402971106","doi":"10.4037/ccn2024247","title":"Nursing Care After Endobronchial Valve Placement: Optimizing Patient Recovery and Outcomes","year":2024,"lang":"en","type":"article","venue":"Critical Care Nurse","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences","funders":"","keywords":"Medicine; Intensive care medicine; MEDLINE; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004927297,0.0002607693,0.0003289455,0.0001711608,0.0001203816,0.0001373438,0.00006586365,0.0001246983,0.0005477233],"category_scores_gemma":[0.0002858662,0.0002319076,0.0002796773,0.0001402382,0.0004633497,0.0001997967,0.00006705841,0.0004440505,0.00005609592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067546,"about_ca_system_score_gemma":0.000294029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001372929,"about_ca_topic_score_gemma":0.000003542544,"domain_scores_codex":[0.997896,0.00007900062,0.0002579101,0.0006171969,0.0005703236,0.000579636],"domain_scores_gemma":[0.9986607,0.0002758526,0.0000104686,0.0003173922,0.0002390694,0.0004964464],"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":[0.003411183,0.0008648969,0.05306634,0.01951335,0.0005408439,0.008332684,0.04542572,0.00004806205,0.0006925339,0.007750528,0.00280172,0.8575522],"study_design_scores_gemma":[0.01081338,0.005122282,0.4723515,0.01978093,0.00610542,0.001384359,0.4516555,0.003466151,0.004859052,0.004490711,0.0165541,0.003416615],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8934383,0.07720739,0.0002445845,0.002180413,0.00218553,0.001031258,0.0004479819,0.0002434854,0.02302103],"genre_scores_gemma":[0.9979866,0.0000283605,0.001011316,0.0002542147,0.0003340386,0.0001086935,0.00008735177,0.00006051617,0.0001288852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8541355,"threshold_uncertainty_score":0.9456918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337147564880313,"score_gpt":0.3360330488640465,"score_spread":0.3226615732152434,"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."}}