{"id":"W4200107921","doi":"","title":"A Novel and Generic Workflow of Indocyanine Green Perfusion Assessment Integrating Standardization and Quantification Toward Clinical Implementation","year":2021,"lang":"en","type":"article","venue":"Utrecht University Repository (Utrecht University)","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Indocyanine green; Perfusion; Radiology; Angiography; Workflow; Surgery; Computer science; Database","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000355694,0.0001791709,0.000418341,0.0003361285,0.0002691885,0.00002491111,0.0000828484,0.0001868572,0.000033529],"category_scores_gemma":[0.00003580966,0.000204742,0.0001225214,0.0006885183,0.0001675349,0.0002827175,0.0001626259,0.0002664598,6.673764e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510007,"about_ca_system_score_gemma":0.0005205476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003407123,"about_ca_topic_score_gemma":0.00009947018,"domain_scores_codex":[0.998439,0.0002722225,0.0003397263,0.0004956385,0.0002731919,0.0001802921],"domain_scores_gemma":[0.9986675,0.000180336,0.0003054248,0.0002616025,0.0003953341,0.0001898103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001021226,0.000684406,0.4962319,0.0002347485,0.0004348315,0.000903104,0.001894775,0.00002499475,0.4093764,0.004088319,0.0008845593,0.08422078],"study_design_scores_gemma":[0.0190254,0.001680206,0.7203055,0.0008344568,0.002610508,0.001171512,0.06003124,0.00475164,0.08622655,0.00005642913,0.101959,0.001347569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632193,0.0002066478,0.02891783,0.0004032984,0.0002339817,0.0002711386,0.00003821945,0.00006629856,0.006643243],"genre_scores_gemma":[0.9830796,0.0007925042,0.01048346,0.00003614663,0.00008322065,1.644583e-7,0.0001519746,0.00001385345,0.005359052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3231499,"threshold_uncertainty_score":0.8349134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03949639349133471,"score_gpt":0.2989333427610937,"score_spread":0.259436949269759,"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."}}