{"id":"W2599775452","doi":"10.1016/j.pacs.2017.03.003","title":"Photoacoustic signal characterization of cancer treatment response: Correlation with changes in tumor oxygenation","year":2017,"lang":"en","type":"article","venue":"Photoacoustics","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; University of British Columbia; Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Terry Fox Foundation; Prostate Cancer Foundation; Ontario Institute for Cancer Research; Canada Research Chairs; University Health Network","keywords":"Oxygenation; Photoacoustic imaging in biomedicine; Oxygen; Oxygen saturation; Hyperthermia; Saturation (graph theory); In vivo; Photoacoustic spectroscopy; Cancer treatment; Materials science; Cancer; Medicine; Chemistry; Internal medicine; Optics; Biology","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":[0.0001992136,0.0002405637,0.0002940081,0.0001987737,0.0001435552,0.00006216886,0.0001746672,0.00007248947,0.00009307692],"category_scores_gemma":[0.00007168159,0.0002184214,0.00003066296,0.0001313633,0.00009198202,0.0001882919,0.0000159852,0.0001317405,0.000003166757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003738598,"about_ca_system_score_gemma":0.0001179397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000268684,"about_ca_topic_score_gemma":0.000423711,"domain_scores_codex":[0.9989288,0.00003171733,0.0002718512,0.0002179587,0.0002413587,0.0003083465],"domain_scores_gemma":[0.999146,0.0001214028,0.0002102215,0.0003493852,0.0001067219,0.00006620633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003186192,0.00006908608,0.007602363,0.0001055548,0.00004619877,0.00002622628,0.0006335892,0.08094266,0.9076482,0.000005537936,0.0000096232,0.002592318],"study_design_scores_gemma":[0.001091303,0.0001368535,0.1065936,0.0002175703,0.0001105893,0.00001078224,0.0001204225,0.6953803,0.1959689,0.00001219617,0.0001081087,0.0002493515],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95355,0.00006627505,0.04486898,0.00004690278,0.0003423507,0.0004774444,0.000273026,0.00009993277,0.0002750653],"genre_scores_gemma":[0.9989293,0.0001926732,0.0003487269,0.0000264803,0.00008592298,0.0001539477,0.00004832969,0.00005389592,0.0001606789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7116794,"threshold_uncertainty_score":0.8906968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158975739909873,"score_gpt":0.2402267151226233,"score_spread":0.2286369577235245,"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."}}