{"id":"W7117875057","doi":"10.1080/24699322.2025.2604123","title":"No cancer left behind: a testbed and demonstration of concept for photoacoustic tumor bed inspection","year":2025,"lang":"en","type":"article","venue":"Computer Assisted Surgery","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Institutes of Health","keywords":"Testbed; Photoacoustic imaging in biomedicine; Software deployment; Imaging phantom; Workflow; Medical imaging; Residual","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001328842,0.0001435623,0.0002980003,0.0001618908,0.0000751203,0.00003517764,0.00005303499,0.00005502285,0.00001057195],"category_scores_gemma":[0.00005214322,0.0001531491,0.00007838985,0.00009070319,0.00006539492,0.000101275,0.00001526173,0.00009969172,4.59228e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007680963,"about_ca_system_score_gemma":0.0001048651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004049912,"about_ca_topic_score_gemma":0.00001612113,"domain_scores_codex":[0.9992065,0.00001914798,0.0003171834,0.0001816866,0.00007958298,0.0001959231],"domain_scores_gemma":[0.9990011,0.000659417,0.00006099024,0.0001194171,0.0001175047,0.00004150954],"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":[0.0003137743,0.0005126194,0.1032736,0.005959751,0.001675411,0.00004738101,0.002225545,0.08889549,0.3581831,0.0002387453,0.1394344,0.2992401],"study_design_scores_gemma":[0.0004672803,0.00001649516,0.03186291,0.0004211806,0.0001091317,0.00001842498,0.00003814498,0.948112,0.0180917,0.00003146973,0.0006131977,0.0002181051],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3097728,0.0006819454,0.6862625,0.00002966408,0.001943813,0.0003556729,0.00007189186,0.0003660695,0.0005156068],"genre_scores_gemma":[0.9966216,0.00002056589,0.002980386,0.0001083566,0.0001251331,0.00004272387,0.0000251743,0.00001805647,0.00005801333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8592165,"threshold_uncertainty_score":0.6245239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107688607488181,"score_gpt":0.2291021808350271,"score_spread":0.2180252947601453,"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."}}