{"id":"W2800759802","doi":"10.21037/jtd.2018.04.102","title":"Beyond borders—international database collaboration in thoracic surgery","year":2018,"lang":"en","type":"review","venue":"Journal of Thoracic Disease","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Database; Cardiothoracic surgery; Cohesion (chemistry); Quality management; Electronic database; Surgery; Computer science; Marketing; Business","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":[0.03274613,0.0005023855,0.001232638,0.004103451,0.0008725887,0.004866653,0.002067913,0.002609968,0.004111876],"category_scores_gemma":[0.04881709,0.0003308355,0.001305562,0.006178805,0.001795394,0.006989521,0.006019241,0.002984501,0.0006111749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002276391,"about_ca_system_score_gemma":0.01389023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002644448,"about_ca_topic_score_gemma":0.003546955,"domain_scores_codex":[0.9794194,0.0126649,0.00337386,0.0009451299,0.002922981,0.0006736956],"domain_scores_gemma":[0.9440783,0.04167851,0.005366795,0.002160309,0.004832707,0.001883301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009640742,0.00008605276,0.002333297,0.04555702,0.0006982799,0.0001646669,0.001579375,0.0002765146,0.0001332247,0.04774663,0.03810475,0.8632237],"study_design_scores_gemma":[0.00007133713,0.0001021965,0.00416162,0.09586688,0.0006018598,0.0008658824,0.002017108,0.000136877,0.000211846,0.01441776,0.8815072,0.0000394956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003479795,0.9894084,0.000539546,0.006401348,0.000559393,0.0000420092,0.00004462432,0.000009985762,0.002646707],"genre_scores_gemma":[0.01443673,0.9769769,0.002498721,0.004459269,0.0008251307,0.0001450251,0.0001851663,0.00001197864,0.0004611451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03274613,"threshold_uncertainty_score":0.1731802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04516782599614658,"score_gpt":0.454223891761592,"score_spread":0.4090560657654454,"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."}}