{"id":"W4379966813","doi":"10.1186/s40644-023-00570-x","title":"Influence of molecular imaging on patient selection for treatment intensification prior to salvage radiation therapy for prostate cancer: a post hoc analysis of the PROPS trial","year":2023,"lang":"en","type":"article","venue":"Cancer Imaging","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University of Toronto; Université Laval","funders":"Movember Foundation","keywords":"Medicine; Prostate cancer; Post-hoc analysis; Salvage therapy; Selection (genetic algorithm); Radiation therapy; Post hoc; Cancer; Prostate; Medical physics; Recurrent prostate cancer; Prostatectomy; Oncology; Surgery; Internal medicine; Chemotherapy; Artificial intelligence","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":[0.0001350735,0.0001724709,0.0003896233,0.0003313938,0.00009700601,0.00001724185,0.00006204678,0.00001994216,0.000003275082],"category_scores_gemma":[0.00008688901,0.0001182162,0.0002628133,0.00110621,0.00003769291,0.00007081182,0.00001323091,0.00003223868,3.578528e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008648319,"about_ca_system_score_gemma":0.0003535648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009295552,"about_ca_topic_score_gemma":0.00008044868,"domain_scores_codex":[0.9987676,0.00003292624,0.0003870412,0.0003654409,0.0002122165,0.0002348332],"domain_scores_gemma":[0.9986152,0.00008848312,0.0003358593,0.0002577831,0.0006430338,0.00005962656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02494511,0.0003511503,0.09710463,0.0001380357,0.001249969,0.000001179157,0.004254231,0.03667147,0.129952,0.0000352067,0.0002960377,0.7050011],"study_design_scores_gemma":[0.03167064,0.004143445,0.2101479,0.0005214871,0.00240341,7.658525e-7,0.000390745,0.02351593,0.7234586,0.0000459774,0.003452263,0.0002487459],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847745,0.001350243,0.0001768497,0.006380375,0.0001677902,0.006697088,0.0004114257,0.00003779541,0.000003983555],"genre_scores_gemma":[0.9894533,0.001135449,0.0001267326,0.0008725965,0.00005380677,0.008189829,0.0001186233,0.00003074138,0.00001897951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047523,"threshold_uncertainty_score":0.4820715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01595718871882744,"score_gpt":0.3248113095737881,"score_spread":0.3088541208549606,"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."}}