{"id":"W2098579362","doi":"10.1111/j.1745-7599.2009.00431.x","title":"Getting to the heart of pleural effusions: A case study","year":2009,"lang":"en","type":"article","venue":"Journal of the American Academy of Nurse Practitioners","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; CINAHL; Intensive care medicine; Differential diagnosis; Pleural effusion; MEDLINE; Pathophysiology; Heart failure; Presentation (obstetrics); Clinical Practice; Pathology; Surgery; Physical therapy; Internal medicine; Psychological intervention; 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":[0.0004881249,0.0001092516,0.0004005969,0.0001320575,0.0001210989,0.000007134647,0.0002121059,0.00002030922,0.00002368341],"category_scores_gemma":[0.0005148633,0.00005550616,0.0002588956,0.0005144362,0.000171794,0.0001719277,0.00002762856,0.0004707683,0.000003290291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003752885,"about_ca_system_score_gemma":0.00009043327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008918354,"about_ca_topic_score_gemma":0.000001425097,"domain_scores_codex":[0.9984494,0.0002592065,0.0005410804,0.00009421456,0.0005094979,0.0001465545],"domain_scores_gemma":[0.9981768,0.0002513883,0.001159727,0.0001416716,0.0001076807,0.0001627604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01851317,0.01485976,0.1582221,0.0001698645,0.002296243,0.004090337,0.02038802,0.00568114,0.3788288,0.0002177667,0.247663,0.1490698],"study_design_scores_gemma":[0.001464935,0.004144372,0.8934463,0.0004241388,0.001225938,0.03015926,0.05691852,0.0001061517,0.001794009,0.0001588052,0.009986117,0.0001715155],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8758813,0.0002025656,0.000003539799,0.1233729,0.00006782128,0.0002966983,0.000008591998,0.000005054454,0.0001615365],"genre_scores_gemma":[0.9911005,0.00003911972,0.0004475018,0.008059578,0.0002341401,0.000002215965,2.871539e-7,0.000007266146,0.0001094024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7352241,"threshold_uncertainty_score":0.2263475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03042037397011442,"score_gpt":0.3715805056412375,"score_spread":0.341160131671123,"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."}}