{"id":"W4307186309","doi":"10.32920/21291021","title":"Photoacoustic signal characterization of cancer treatment response: Correlation with changes in tumor oxygenation","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":4,"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":"Photoacoustic imaging in biomedicine; Photoacoustic spectroscopy; Medicine; Oxygen saturation; Chemistry; Oxygen; Nuclear medicine; Optics; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003306901,0.0002318959,0.0001566813,0.0003664666,0.00009817175,0.0002073435,0.0001550799,0.0005626614,0.003384813],"category_scores_gemma":[0.0007338406,0.0001436871,0.0001271151,0.0002951853,0.0002490119,0.0003358033,0.0001332042,0.0005537041,0.0007385102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002102771,"about_ca_system_score_gemma":0.0001413336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007404654,"about_ca_topic_score_gemma":0.0007162399,"domain_scores_codex":[0.9998448,0.00003153317,0.000006532296,0.00003501073,0.00005166523,0.00003048356],"domain_scores_gemma":[0.9996032,0.0001831686,0.00007261552,0.00002613276,0.00007871875,0.00003612879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003071399,0.0000474313,0.001017289,0.00005039333,0.000008077978,0.00002526971,0.00004198543,0.0002773188,0.9915105,0.00003293897,0.0001887708,0.006492879],"study_design_scores_gemma":[0.000008631283,0.0003946743,0.01972944,0.00000568766,0.00002329198,0.0001366684,0.00006315688,0.005049167,0.973473,0.00005400925,0.001050712,0.00001145791],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614005,0.002656076,0.02905301,0.0002952833,0.00005377749,0.00008991009,0.0005747075,0.0005502159,0.005326527],"genre_scores_gemma":[0.9866867,0.00101255,0.006280207,0.0001927091,0.00002352561,0.0001517602,0.0004206686,0.00006576116,0.005166154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003384813,"threshold_uncertainty_score":0.01132327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01017455252413798,"score_gpt":0.2317588880327843,"score_spread":0.2215843355086463,"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."}}