{"id":"W4406384907","doi":"10.1016/j.ypdi.2014.02.001","title":"10.1016/j.ypdi.2014.02.001","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Thoracoscopy; Pleurodesis; Malignancy; Propensity score matching; Radiology; Catheter; Surgery; Pleural effusion; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006266772,0.0009254356,0.0004900101,0.001635035,0.0008162903,0.002379397,0.0008760614,0.002829821,0.8766118],"category_scores_gemma":[0.001498143,0.0003747679,0.0005349516,0.0007330347,0.0006621813,0.001996,0.001127571,0.001580635,0.8239355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007908673,"about_ca_system_score_gemma":0.0009743655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000287,"about_ca_topic_score_gemma":0.001876002,"domain_scores_codex":[0.9997165,0.00002480842,0.00002481689,0.00007032018,0.00008010424,0.00008347964],"domain_scores_gemma":[0.9989993,0.0001515429,0.0001344226,0.00005417212,0.0001883583,0.0004721197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003198062,0.0003202716,0.01012473,0.0005059097,0.00004136463,0.0006820535,0.0001435601,0.0002278916,0.001020309,0.004486104,0.3063763,0.6757517],"study_design_scores_gemma":[0.00006017294,0.00012413,0.008970172,0.0009008034,0.0000376376,0.005493723,0.0003421656,0.0002461044,0.0005586392,0.003814016,0.9794233,0.00002917148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009953064,0.01943447,0.003302022,0.0124897,0.004177785,0.0001264532,0.004730298,0.00211256,0.9436736],"genre_scores_gemma":[0.02671124,0.007627572,0.002934297,0.003176069,0.001549462,0.00009990342,0.003009367,0.00036592,0.9545262],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1233882,"threshold_uncertainty_score":0.1759982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008116944688950337,"score_gpt":0.1968526221890101,"score_spread":0.1887356775000598,"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."}}