{"id":"W4416207399","doi":"10.1302/1358-992x.2025.13.050","title":"AN AI-ENABLED STUDY ON OSTEOSARCOPENIA PROGRESSION IN PROSTATE CANCER PATIENTS USING MUSCULOSKELETAL IMAGING BIOMARKERS","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital","funders":"","keywords":"Sarcopenia; Prostate cancer; Osteopenia; Osteoporosis; Cancer; Lumbar; Prostate","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003453659,0.0002859407,0.0004247187,0.0008457441,0.0003525433,0.0006379383,0.0002377098,0.0003203181,0.001469605],"category_scores_gemma":[0.0008830164,0.0002309156,0.000376667,0.00102885,0.0001214431,0.0002518256,0.0004413991,0.0003557764,0.0003573714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004007816,"about_ca_system_score_gemma":0.0004477128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008448786,"about_ca_topic_score_gemma":0.01449834,"domain_scores_codex":[0.9998078,0.0000302748,0.00001657938,0.00007169622,0.00004316002,0.00003058254],"domain_scores_gemma":[0.9995009,0.00005315542,0.0001179104,0.00003485376,0.0001863165,0.0001068547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00150859,0.0002986241,0.9783292,0.0001228331,0.0001512946,0.0002798698,0.0002316956,0.000438299,0.001910766,0.00006906866,0.001040654,0.01561911],"study_design_scores_gemma":[0.00004076262,0.0005441575,0.9950829,0.00002015946,0.0001025967,0.0003024771,0.0001987657,0.001464991,0.0005569091,0.00004016937,0.001628848,0.00001737748],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994198,0.0004106496,0.0005205087,0.00005220242,0.00001289535,0.0001194974,0.003540728,0.00004270131,0.001102853],"genre_scores_gemma":[0.9947443,0.0001718133,0.00113943,0.00004678288,0.00001990243,0.0001099177,0.003099315,0.000007714587,0.0006608489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008448786,"threshold_uncertainty_score":0.01679921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01468637778395167,"score_gpt":0.3822830985316358,"score_spread":0.3675967207476842,"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."}}