{"id":"W6566503","doi":"10.1155/2003/610570","title":"What Keeps Postpulmonary Resection Patients in Hospital?","year":2003,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Resection; General surgery; Surgery","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":[0.0002184,0.0001379441,0.0001748082,0.0004952843,0.0001825268,0.00008710413,0.00008268506,0.0001007017,0.0005100712],"category_scores_gemma":[0.0002212714,0.0001243986,0.00009457283,0.0002948508,0.00004313219,0.0005505526,0.000006006011,0.0004200761,0.00007770575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005634394,"about_ca_system_score_gemma":0.001144167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432141,"about_ca_topic_score_gemma":0.01669348,"domain_scores_codex":[0.9987106,0.0001371236,0.0002922567,0.0001819519,0.0002471714,0.0004308992],"domain_scores_gemma":[0.9983394,0.00001908268,0.00007167141,0.0001605995,0.0001593525,0.001249929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001270889,0.0001998572,0.9749056,0.00002242565,0.00001884312,0.003063432,0.00009925114,0.000006378892,0.0000764429,0.00007688586,0.01351467,0.007889166],"study_design_scores_gemma":[0.001001458,0.0007408411,0.794949,0.0002121404,0.00001705689,0.0002367184,0.0003513584,0.000003332977,0.00007697217,0.0003411414,0.201911,0.000159011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904254,0.003105835,3.801274e-7,0.0008741867,0.001166148,0.0001984606,0.00001200941,0.000009569149,0.004207984],"genre_scores_gemma":[0.9951057,0.000240799,0.00001266633,0.003868746,0.000217576,0.000006078371,0.00001244271,0.00002097612,0.0005150584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1883963,"threshold_uncertainty_score":0.9315354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666120526870438,"score_gpt":0.2436849121757272,"score_spread":0.2270237069070228,"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."}}