{"id":"W4389397540","doi":"10.1002/mp.16849","title":"AAPM Task Group Report 311: Guidance for performance evaluation of fluorescence‐guided surgery systems","year":2023,"lang":"en","type":"article","venue":"Medical Physics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Variety (cybernetics); Quality (philosophy); Key (lock); Task (project management); Test (biology); Computer science; Medical physics; Knowledge translation; Risk analysis (engineering); Medicine; Systems engineering; Engineering; Knowledge management; Artificial intelligence; Computer security","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":[0.06097987,0.003878407,0.002804073,0.008477849,0.003396362,0.006346324,0.01030169,0.01863276,0.01850853],"category_scores_gemma":[0.1148905,0.002451964,0.003555479,0.004231686,0.003222288,0.003816827,0.003020487,0.006253449,0.02794274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004568971,"about_ca_system_score_gemma":0.04266256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03658712,"about_ca_topic_score_gemma":0.02578228,"domain_scores_codex":[0.9437044,0.02404668,0.004742447,0.001505494,0.02433395,0.001667034],"domain_scores_gemma":[0.8580667,0.05579862,0.009513624,0.006135057,0.06704554,0.003440497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000262583,0.0008713517,0.002042087,0.003089602,0.0000763214,0.0003417227,0.0006116505,0.008257638,0.003693214,0.01114547,0.777185,0.1924233],"study_design_scores_gemma":[0.0003405785,0.0006193165,0.006384392,0.006610287,0.0001615574,0.0006327299,0.0004766863,0.006718615,0.004877827,0.01265898,0.9602621,0.0002569481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01269893,0.05832361,0.3142511,0.1026095,0.01932353,0.04381679,0.04324502,0.01566056,0.390071],"genre_scores_gemma":[0.04357145,0.04909221,0.6792202,0.01826895,0.004764621,0.03782503,0.03253692,0.004617968,0.1301026],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.06097987,"threshold_uncertainty_score":0.3224962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06962327763325711,"score_gpt":0.3786809128246287,"score_spread":0.3090576351913716,"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."}}