{"id":"W4296896549","doi":"10.3389/fphys.2022.951460","title":"Exercise testing and postoperative complications after minimally invasive lung resection: A cohort study","year":2022,"lang":"en","type":"article","venue":"Frontiers in Physiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier universitaire de Québec; Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Institut universitaire de cardiologie et de pneumologie de Québec, Université Laval","keywords":"Algorithm; Medicine; Database; Artificial intelligence; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006964321,0.0003582612,0.0004703902,0.0004035802,0.0004431298,0.0007948591,0.0004471127,0.0007194411,0.001493908],"category_scores_gemma":[0.001998561,0.0004864146,0.0009837343,0.001025741,0.0002555031,0.0007924401,0.0005084353,0.0009995112,0.000366895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003165745,"about_ca_system_score_gemma":0.0004651035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005908175,"about_ca_topic_score_gemma":0.00644266,"domain_scores_codex":[0.9994198,0.000104832,0.00008099214,0.0001610574,0.0001158474,0.0001174753],"domain_scores_gemma":[0.9990373,0.0001460975,0.0003683788,0.0001534953,0.00009958541,0.000195203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002771907,0.00007623063,0.9984977,0.0000107394,0.0001137413,0.00005542301,0.00003945006,0.00002160778,0.00009911193,0.00001060578,0.0001125793,0.0006856686],"study_design_scores_gemma":[0.00001987772,0.0001879565,0.9991942,0.000009809145,0.00007530898,0.0001477171,0.00009374321,0.00007591738,0.00001943821,0.00001750326,0.0001535039,0.000004996556],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983323,0.0004134236,0.00009995705,0.00006810138,0.00001231306,0.00002118044,0.0006119598,0.000003723945,0.0004371277],"genre_scores_gemma":[0.9985539,0.0002570052,0.00007426512,0.00006256875,0.00001803992,0.00003190508,0.0007727655,0.000004521926,0.0002248328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005908175,"threshold_uncertainty_score":0.01174754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01405566326734568,"score_gpt":0.2789972538910653,"score_spread":0.2649415906237196,"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."}}