{"id":"W4408034514","doi":"10.21037/jtd-2025-31","title":"Development a predictive nomogram for spontaneous pleurodesis in patients with non-small cell lung cancer and malignant pleural effusion","year":2025,"lang":"en","type":"article","venue":"Journal of Thoracic Disease","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Malignant pleural effusion; Nomogram; Pleurodesis; Lung cancer; Pleural effusion; Radiology; Lung; Oncology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006068991,0.0009446757,0.0008735491,0.003317171,0.0005778953,0.001204984,0.0008843788,0.0007080673,0.000962527],"category_scores_gemma":[0.01802411,0.0002723353,0.0009994821,0.001174703,0.0004432189,0.001186997,0.000828317,0.0009049446,0.0003680629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005908011,"about_ca_system_score_gemma":0.001037281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009966376,"about_ca_topic_score_gemma":0.001254392,"domain_scores_codex":[0.9986129,0.0006013569,0.0002110657,0.0001901691,0.0002872385,0.00009722386],"domain_scores_gemma":[0.9897065,0.00658841,0.001339711,0.0005179154,0.001315113,0.0005322844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005748557,0.0001065717,0.9709911,0.00003857689,0.00009732159,0.00008269506,0.00004469607,0.003755651,0.0002426638,0.00008194931,0.0009295799,0.0230543],"study_design_scores_gemma":[0.0002845488,0.001753053,0.7329729,0.0001348191,0.0006594239,0.001950952,0.0004588239,0.2541499,0.002084051,0.001014852,0.004460822,0.00007594669],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979126,0.001041988,0.01585531,0.0003423206,0.0001204777,0.0003649051,0.001340106,0.0001758853,0.001632997],"genre_scores_gemma":[0.9876304,0.0002198293,0.01024546,0.00003495966,0.0000572903,0.0002017788,0.001480384,0.00001292786,0.0001168003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006068991,"threshold_uncertainty_score":0.03209627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007522836014468818,"score_gpt":0.2719764088820699,"score_spread":0.2644535728676011,"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."}}