{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006810895,0.0002767761,0.0004036962,0.0008102924,0.0002533175,0.00008544333,0.000127259,0.0000672,0.00004095794],"category_scores_gemma":[0.0001302391,0.0002414662,0.00007791734,0.001128524,0.00007647697,0.0004309276,0.00007481009,0.0004736039,0.000005696997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004358374,"about_ca_system_score_gemma":0.0003104324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548222,"about_ca_topic_score_gemma":0.00001960145,"domain_scores_codex":[0.9976139,0.00003817346,0.0005789503,0.0006494195,0.0005356506,0.0005838853],"domain_scores_gemma":[0.9990283,0.0000186932,0.0001703488,0.0001535854,0.0003795099,0.0002495887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009269966,0.00165368,0.9670055,0.0007644903,0.00002897452,0.00004028773,0.0009220626,5.500632e-7,0.002507666,0.00003273961,0.000480541,0.02563655],"study_design_scores_gemma":[0.01415001,0.001277501,0.9709092,0.005163594,0.0001461112,0.000009425186,0.003169551,0.002505393,0.0007490197,0.0000701434,0.001504445,0.0003456393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928833,0.0002320968,0.000004098772,0.002033395,0.0003525313,0.002951679,0.000005613229,0.0001619035,0.001375333],"genre_scores_gemma":[0.9971083,0.00003399994,0.0004469262,0.001837385,0.0001032621,0.0003052382,0.00002136268,0.00004225331,0.0001012846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02529091,"threshold_uncertainty_score":0.9846706,"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."}}