{"id":"W3095560178","doi":"10.1016/j.media.2021.102306","title":"Surgical data science – from concepts toward clinical translation","year":2021,"lang":"en","type":"preprint","venue":"Medical Image Analysis","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; University Health Network; Queen's University","funders":"H2020 European Research Council; National Institute of Biomedical Imaging and Bioengineering; National Institute of Diabetes and Digestive and Kidney Diseases; NIHR Imperial Biomedical Research Centre; Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada; Science of Learning Institute, Johns Hopkins University; Horizon 2020 Framework Programme; University of Toronto; Ministry of Education, Culture, Sports, Science and Technology; Royal Society; Bundesministerium für Bildung und Forschung; National Institute for Health and Care Research; National Institutes of Health; Agence Nationale de la Recherche; Bundesministerium für Wirtschaft und Energie; Royal Academy of Engineering; Wellcome Trust; Polytechnique Montréal; Deutsche Forschungsgemeinschaft; Deutsches Krebsforschungszentrum; Memorial Sloan-Kettering Cancer Center; Johns Hopkins University; National Cancer Institute; HORIZON EUROPE Framework Programme; U.S. Department of Defense; Wellcome / EPSRC Centre for Interventional and Surgical Sciences; Nationales Centrum für Tumorerkrankungen Heidelberg; Nvidia; Université de Strasbourg; National Institute of Dental and Craniofacial Research; Bundesministerium für Forschung und Technologie","keywords":"Data science; Translational research; Data sharing; Field (mathematics); Translational science; Computer science; Analytics; Medicine; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004628061,0.0002686154,0.00128993,0.0003992702,0.0001527315,0.000212738,0.00115074,0.0007801104,0.00912662],"category_scores_gemma":[0.006142071,0.0002328673,0.0006178675,0.001892995,0.001524923,0.000344435,0.0009043036,0.001857016,0.0001215167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001407335,"about_ca_system_score_gemma":0.005056888,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007373315,"about_ca_topic_score_gemma":0.0007773365,"domain_scores_codex":[0.9933678,0.0004100123,0.001705827,0.001741419,0.002322976,0.0004519647],"domain_scores_gemma":[0.9939799,0.001172622,0.0003174044,0.002458919,0.0008884836,0.001182654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001664663,0.001073307,0.1144949,0.0002143579,0.002493724,0.001502266,0.002663405,0.00002366992,0.0001053981,0.00001602981,0.002065851,0.8751807],"study_design_scores_gemma":[0.0008294532,0.0003032564,0.08722363,0.001715302,0.03153316,0.00008577447,0.009107077,0.8391566,0.004130459,0.001122142,0.02311755,0.001675541],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.888553,0.004456129,0.06810265,0.03364604,0.00258726,0.000502796,0.0001918316,0.0001437735,0.001816465],"genre_scores_gemma":[0.9738858,0.003780653,0.009231141,0.001169808,0.002662597,0.00001859627,0.009158846,0.00002028952,0.00007224015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8735051,"threshold_uncertainty_score":0.9992366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5100521637426162,"score_gpt":0.6062329828184161,"score_spread":0.0961808190757999,"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."}}