{"id":"W6920726115","doi":"10.6084/m9.figshare.20164648","title":"Additional file 1 of Australasian Malignant PLeural Effusion (AMPLE)-3 trial: study protocol for a multi-centre randomised study comparing indwelling pleural catheter (±talc pleurodesis) versus video-assisted thoracoscopic surgery for management of malignant pleural effusion","year":2022,"lang":"en","type":"article","venue":"Open MIND","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Malignant pleural effusion; Thoracoscopy; Pleural effusion; Standard of care; Video-assisted thoracoscopic surgery; Cardiothoracic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003231999,0.001564379,0.002422651,0.000476629,0.0007841255,0.001445617,0.001185347,0.001711163,0.5086665],"category_scores_gemma":[0.0152719,0.0008915229,0.001483164,0.0009911489,0.0005013109,0.001574866,0.0005213646,0.002390801,0.02243665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067836,"about_ca_system_score_gemma":0.002243981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678447,"about_ca_topic_score_gemma":0.004108713,"domain_scores_codex":[0.9988363,0.0005360095,0.0001668425,0.0001680707,0.0001448309,0.0001479578],"domain_scores_gemma":[0.9931754,0.004041967,0.001314742,0.000424789,0.0006146752,0.0004282637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.235751,0.001917406,0.001984645,0.05424155,0.001815641,0.000224707,0.0003090281,0.001719246,0.001214991,0.004916863,0.6638503,0.0320546],"study_design_scores_gemma":[0.8614062,0.006092553,0.008874022,0.005673598,0.001318247,0.0001928793,0.0001278667,0.001999009,0.0005615412,0.007695559,0.1059489,0.0001096891],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01428307,0.002149631,0.004036415,0.003813549,0.001307944,0.1561147,0.7969737,0.001102817,0.02021811],"genre_scores_gemma":[0.08525015,0.001852283,0.01351898,0.005137642,0.001194574,0.7320421,0.1085383,0.000452617,0.0520132],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5086665,"threshold_uncertainty_score":0.7008277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1877143783337349,"score_gpt":0.3903164265449237,"score_spread":0.2026020482111887,"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."}}