{"id":"W2748438046","doi":"10.1378/chest.123.1.308-a","title":"Dry Talc Pleurodesis Via Chest Tube","year":2003,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Talc; Insufflation; Surgery; Chest tube; Pneumothorax","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001877492,0.0001606853,0.0002364803,0.00008257195,0.0001722921,0.00004022255,0.00009539186,0.00006623007,0.001443433],"category_scores_gemma":[0.000207436,0.0001205873,0.0001896886,0.0001640455,0.00006572995,0.0001441611,0.00001490255,0.0003561059,0.0002710287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005938241,"about_ca_system_score_gemma":0.0001540422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003961796,"about_ca_topic_score_gemma":0.000001203459,"domain_scores_codex":[0.9989341,0.00005933225,0.0002549143,0.0001602815,0.0002750192,0.0003162788],"domain_scores_gemma":[0.9990888,0.00004621044,0.00008134238,0.0001741911,0.00008429056,0.0005251433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008418613,0.002352485,0.7827427,0.0007770973,0.0004804154,0.009868322,0.0005621818,0.00003643797,0.09343158,0.0006394139,0.0344367,0.07383081],"study_design_scores_gemma":[0.001381442,0.0002709684,0.717972,0.000124009,0.000221608,0.00485316,0.0001543775,0.00007386761,0.008330895,0.0007995522,0.2655537,0.0002643972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710325,0.002086615,0.0002731699,0.001675556,0.0004059307,0.0001045871,0.000007673441,0.00005271976,0.02436123],"genre_scores_gemma":[0.9932378,0.0002854271,0.001008933,0.0009802397,0.0006018413,0.000003313005,0.00001009288,0.00002532327,0.003847056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.231117,"threshold_uncertainty_score":0.9994694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547976473134525,"score_gpt":0.2574060193894598,"score_spread":0.2319262546581146,"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."}}