{"id":"W3207102063","doi":"10.1101/2021.04.19.433417","title":"Air leaks: stapling affects porcine lungs biomechanics","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Mitacs","keywords":"Lung; Medicine; Biomechanics; Leak; Anatomy; Pulmonary gas pressures; Lung volumes; Surgery; Biomedical engineering; Respiratory system","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003912656,0.0008573994,0.001191806,0.0004145453,0.0001872806,0.0001483704,0.0004229872,0.0007053537,0.000278166],"category_scores_gemma":[0.000334055,0.0008455232,0.000466806,0.0008531066,0.00009497794,0.0001932613,0.0007635035,0.001110154,0.00009558544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003963957,"about_ca_system_score_gemma":0.001547436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007316354,"about_ca_topic_score_gemma":0.000002667456,"domain_scores_codex":[0.9963115,0.0001250242,0.0005879226,0.001431706,0.00070574,0.0008381145],"domain_scores_gemma":[0.9963878,0.00008542956,0.0003995905,0.00165816,0.0006189956,0.000849994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001876774,0.0006067745,0.007484521,0.003150082,0.0004783707,0.002711301,0.0000101751,0.00003703036,0.9840775,0.0001672651,0.001074854,0.00001451753],"study_design_scores_gemma":[0.002439591,0.0004306082,0.1804203,0.005958697,0.001788412,8.154508e-7,0.00002827077,0.002864819,0.7852227,0.000005714145,0.01838596,0.002454076],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856865,0.008670182,0.0005055855,0.001178016,0.001667362,0.001054176,0.0003740352,0.0008342143,0.00002989775],"genre_scores_gemma":[0.9937224,0.0009937353,0.002462879,0.00124889,0.001132604,0.00014812,0.000008978672,0.0002166581,0.00006567502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1988547,"threshold_uncertainty_score":0.9993995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519573498193463,"score_gpt":0.2314733061035989,"score_spread":0.2162775711216643,"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."}}