{"id":"W4387951922","doi":"10.1007/s11914-023-00830-6","title":"Characterizing Bone Phenotypes Related to Skeletal Fragility Using Advanced Medical Imaging","year":2023,"lang":"en","type":"review","venue":"Current Osteoporosis Reports","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; Alberta Bone and Joint Health Institute; University of Calgary","funders":"","keywords":"Medicine; Osteoporosis; Phenotype; Bone remodeling; Bioinformatics; Internal medicine; Biology; Genetics","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":[0.001108411,0.0009497314,0.001596818,0.005211842,0.0002460876,0.001537038,0.0009412168,0.001428637,0.00304537],"category_scores_gemma":[0.004978248,0.0003152343,0.0008382217,0.003477205,0.0007803463,0.001156015,0.0007574423,0.001065884,0.001256103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005143939,"about_ca_system_score_gemma":0.001292129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001713079,"about_ca_topic_score_gemma":0.001677256,"domain_scores_codex":[0.9993114,0.0001086318,0.0001401552,0.000151559,0.0002490308,0.0000392027],"domain_scores_gemma":[0.9968912,0.001668091,0.0006139234,0.00006228178,0.0006755,0.00008910136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001243198,0.00005749868,0.003787595,0.05914841,0.0005095648,0.0004701659,0.0001373403,0.0004909516,0.001937935,0.002208426,0.03078509,0.9003427],"study_design_scores_gemma":[0.00003781417,0.0003133307,0.02462264,0.04015409,0.00287731,0.0124844,0.000448474,0.0006698517,0.002837524,0.005820857,0.9095768,0.0001569223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002854086,0.9982628,0.0002984457,0.0004146751,0.0001997149,0.000009061981,0.00006974846,0.00001400201,0.0004462155],"genre_scores_gemma":[0.002507058,0.9958612,0.0004533787,0.0003120832,0.0005629046,0.00001070535,0.0000985401,0.000003969118,0.0001901489],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005211842,"threshold_uncertainty_score":0.0101878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07517941960864474,"score_gpt":0.4345427838437387,"score_spread":0.359363364235094,"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."}}