{"id":"W4395445932","doi":"10.1016/j.cpet.2024.03.009","title":"Treatment Response Imaging in Prostate Cancer","year":2024,"lang":"en","type":"article","venue":"PET Clinics","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Prostate cancer; Prostate; Cancer imaging; Cancer; Functional imaging; Medical imaging; Radiology; Oncology; Internal medicine","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":[0.0003339594,0.0001213329,0.0001941871,0.0001758744,0.00003007212,0.00004127212,0.00003839924,0.00001940736,0.000173748],"category_scores_gemma":[0.00006693789,0.00008221099,0.00008617501,0.0002659059,0.00005842696,0.00006505661,0.00002446276,0.0001618496,0.0001324289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005814127,"about_ca_system_score_gemma":0.0007645517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001700946,"about_ca_topic_score_gemma":0.00006110513,"domain_scores_codex":[0.99896,0.00006427709,0.0002249138,0.0002935292,0.0001647639,0.0002925804],"domain_scores_gemma":[0.9993986,0.0002514226,0.0000166769,0.0001907348,0.00003827253,0.000104252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01249798,0.0006279929,0.4852603,0.000327976,0.0002144333,0.02235854,0.004050176,0.00002422317,0.002452553,0.0001106216,0.003244913,0.4688303],"study_design_scores_gemma":[0.01626953,0.002601739,0.2206613,0.002023399,0.0003765039,0.0005903706,0.001099657,0.02379528,0.004757018,0.001054997,0.7261775,0.0005927165],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96236,0.01775683,0.000002030071,0.01770453,0.0003962918,0.0005173399,0.00005688144,0.0001070708,0.001098983],"genre_scores_gemma":[0.9582962,0.01239706,0.0001198957,0.0001906666,0.0001458965,0.0002272643,0.00003217375,0.00003252688,0.02855829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7229326,"threshold_uncertainty_score":0.3352467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04618394811621717,"score_gpt":0.4439040698488355,"score_spread":0.3977201217326183,"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."}}