{"id":"W7073536062","doi":"","title":"Pleurodesis practice for malignant pleural effusions in five English-speaking countries: survey of pulmonologists.","year":2003,"lang":"en","type":"article","venue":"Bristol Research (University of Bristol)","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pleurodesis; Pulmonologists; Malignant pleural effusion; Adverse effect; Patient satisfaction; Thoracoscopy; Pleural disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002902941,0.0001729865,0.0005998664,0.0004687534,0.0003207415,0.00001440659,0.0003969545,0.0001511436,0.0001359524],"category_scores_gemma":[0.01349147,0.0001924497,0.0001734583,0.00108251,0.0007629605,0.0003587113,0.0001590521,0.0004409451,0.00001414726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002923406,"about_ca_system_score_gemma":0.0008527699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02213219,"about_ca_topic_score_gemma":0.004226632,"domain_scores_codex":[0.9966626,0.001175516,0.0003406785,0.0004820771,0.0007605526,0.000578567],"domain_scores_gemma":[0.9935964,0.002902451,0.0002643213,0.0004625772,0.002510424,0.0002638589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04230171,0.009252668,0.8140136,0.004529941,0.000825759,0.006481742,0.01956723,0.0002343279,0.007869504,0.007192944,0.07569055,0.01204001],"study_design_scores_gemma":[0.005392191,0.001940376,0.8252614,0.0006431373,0.0002290232,0.0001468327,0.02652182,0.001153105,0.0006394877,0.0002610509,0.1373149,0.0004966811],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897243,0.001382439,0.0002273114,0.0008775641,0.00008299339,0.001020323,0.00066726,0.00003400723,0.005983803],"genre_scores_gemma":[0.9960743,0.0008102703,0.001254788,0.0000396303,0.00001963312,0.000003183211,0.0001406329,0.00001983413,0.001637788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06162439,"threshold_uncertainty_score":0.9948183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09809913337276498,"score_gpt":0.3482301522351055,"score_spread":0.2501310188623405,"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."}}