{"id":"W4281249692","doi":"10.1002/tbio.202100009","title":"Optical spectroscopy and imaging in surgical management of cancer patients","year":2022,"lang":"en","type":"article","venue":"Translational Biophotonics","topic":"Optical Imaging and Spectroscopy Techniques","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Canadian Cancer Society Research Institute; Terry Fox Research Institute","keywords":"Modalities; Medicine; Medical physics; Biophotonics; Cancer; Radiology; Pathology; Computer science; Materials science; Photonics; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0001196256,0.00007959743,0.0001598359,0.00009073188,0.00004185512,0.000005165293,0.00004361883,0.00001631409,0.0002250214],"category_scores_gemma":[0.000001511024,0.00007805968,0.00004104148,0.0001725331,0.00007941948,0.00002852737,0.00003065303,0.0001745341,5.330324e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006325191,"about_ca_system_score_gemma":0.00003404391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003218786,"about_ca_topic_score_gemma":0.000001947076,"domain_scores_codex":[0.9991345,0.00001486296,0.0002122765,0.0001814674,0.0003048503,0.0001520459],"domain_scores_gemma":[0.9997944,0.00002560852,0.00002538114,0.00007876159,0.00002505943,0.00005080545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009127063,0.001229713,0.9396477,0.0002181027,0.00006069125,0.0001788445,0.0002039279,0.00006008592,0.01692529,0.03397711,0.00005675931,0.006529064],"study_design_scores_gemma":[0.00746253,0.0006203476,0.9064863,0.0002221292,0.0002015543,0.00005824414,0.0001406131,0.01359532,0.06085181,0.00406913,0.005888184,0.0004038635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904398,0.0008451833,0.00008640557,0.001296796,0.00003973422,0.0002825329,0.00003459406,0.00003168845,0.006943276],"genre_scores_gemma":[0.9831081,0.0002734037,0.01639818,0.00008159187,0.000006993037,0.00004566407,0.00003174307,0.00001008916,0.00004425077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04392652,"threshold_uncertainty_score":0.3183182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00752954342638828,"score_gpt":0.3056125476457219,"score_spread":0.2980830042193336,"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."}}