{"id":"W1447087673","doi":"10.1155/2006/325087","title":"Factors Associated with Length of Stay in Hospital for Suspected Community‐Acquired Pneumonia","year":2006,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Pfizer Canada; Bayer Canada; Fondation pour la Recherche Médicale; Pfizer; Bristol-Myers Squibb Canada; Abbott Canada; Bristol-Myers Squibb","keywords":"Medicine; Pneumonia; Community-acquired pneumonia; Emergency medicine; Intensive care medicine; Community hospital; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000512024,0.0002358049,0.000475048,0.0008600834,0.0004777862,0.00004136398,0.0001680312,0.0002053115,0.00006404211],"category_scores_gemma":[0.0003652831,0.0001882895,0.0001589613,0.0005654314,0.0001951512,0.0001426558,0.00001004452,0.0006496228,0.000001508296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009661787,"about_ca_system_score_gemma":0.001998753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006783704,"about_ca_topic_score_gemma":0.2677249,"domain_scores_codex":[0.9982208,0.0002458877,0.0005588785,0.0001513276,0.0002535098,0.0005696084],"domain_scores_gemma":[0.99822,0.0001931756,0.0002958045,0.0002736125,0.0004596467,0.0005577641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004251337,0.0004412564,0.9798282,0.00002979458,0.0001815188,0.0001677953,0.0004225999,0.00008346555,0.01716267,0.0001814729,0.001268276,0.0001904662],"study_design_scores_gemma":[0.002929503,0.001929341,0.9801836,0.0002059931,0.00009868357,0.00002995185,0.000815875,0.00001623549,0.001487269,0.0001257608,0.01193696,0.0002408428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976261,0.0001077506,0.00002481934,0.000385298,0.0002056912,0.0004584097,0.0001251776,0.00002944309,0.001037308],"genre_scores_gemma":[0.9992772,0.000001815492,0.00001052096,0.0003556493,0.0001341798,0.00001585613,0.00003212845,0.00004672343,0.0001258689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2609411,"threshold_uncertainty_score":0.9998302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03423408034357545,"score_gpt":0.2616148418020347,"score_spread":0.2273807614584593,"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."}}