{"id":"W3166085697","doi":"10.1097/sla.0000000000004978","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":"Annals of Surgery","topic":"Thyroid and Parathyroid Surgery","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Workflow; Standardization; Indocyanine green; Function (biology); Perfusion; Process (computing)","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":[0.001520034,0.0001128948,0.0005154851,0.0001487594,0.00004316229,0.00001592706,0.00001932511,0.00008035459,0.00003790806],"category_scores_gemma":[0.0002875696,0.000102508,0.0001185428,0.0003067126,0.0000767269,0.0001292835,0.00004168133,0.0001102252,3.195603e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008503013,"about_ca_system_score_gemma":0.0002903042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008933257,"about_ca_topic_score_gemma":0.00001736953,"domain_scores_codex":[0.9983534,0.0001272844,0.0008597351,0.0002507581,0.0002707983,0.0001380803],"domain_scores_gemma":[0.9983176,0.0005086041,0.000384748,0.0001658451,0.0005320284,0.0000911453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001693119,0.000200037,0.6175264,0.0001767185,0.00007590668,0.000009447607,0.0002988252,0.000003687795,0.2326543,0.0002065271,0.001611539,0.1470672],"study_design_scores_gemma":[0.0006464647,0.0001313946,0.9368315,0.0002556031,0.00006991237,0.0000429334,0.001000914,0.0006243478,0.05915572,0.00005391711,0.001056663,0.0001305717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868684,0.001842387,0.009378819,0.001488075,0.0001356797,0.000135957,0.00004881949,0.00001289359,0.00008900048],"genre_scores_gemma":[0.992113,0.004006776,0.003208165,0.0002487067,0.00009960983,0.000006159442,0.0002708014,0.00001318858,0.00003362355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3193052,"threshold_uncertainty_score":0.4180155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3157655987652325,"score_gpt":0.4513735655812502,"score_spread":0.1356079668160177,"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."}}