{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01283578,0.001693264,0.001503594,0.005312515,0.0007771804,0.004929245,0.002552102,0.002025912,0.01067842],"category_scores_gemma":[0.01918863,0.0009084655,0.001583549,0.00241314,0.001053283,0.002239995,0.004540908,0.001368807,0.008973878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155861,"about_ca_system_score_gemma":0.006845638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002839404,"about_ca_topic_score_gemma":0.003119227,"domain_scores_codex":[0.9916386,0.002346156,0.001231789,0.001733703,0.002696793,0.0003529349],"domain_scores_gemma":[0.9900316,0.002436012,0.0006843166,0.002262801,0.004104711,0.0004805816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008837825,0.0005796261,0.01541027,0.001589319,0.0004119339,0.0005284959,0.0007561718,0.005135572,0.06769095,0.005258901,0.03669204,0.8650628],"study_design_scores_gemma":[0.001033635,0.002262033,0.07014609,0.0027631,0.001398084,0.00850389,0.001351543,0.2989405,0.2833191,0.04256883,0.2865308,0.001182432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008049999,0.0005483393,0.9558901,0.0009271259,0.000256887,0.001963004,0.001580041,0.02618518,0.004599382],"genre_scores_gemma":[0.05947463,0.0004963155,0.931319,0.0006771287,0.0001965654,0.001594084,0.0019968,0.001513748,0.002731737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01283578,"threshold_uncertainty_score":0.06788296,"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."}}