{"id":"W3185585601","doi":"10.1007/s11914-021-00699-3","title":"Advancements in Osteoporosis Imaging, Screening, and Study of Disease Etiology","year":2021,"lang":"en","type":"review","venue":"Current Osteoporosis Reports","topic":"Advanced X-ray and CT Imaging","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Bone and Joint Health Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Cumming School of Medicine, University of Calgary; Arthritis Society","keywords":"Osteoporosis; Medicine; Bone imaging; Medical physics; Medical imaging; Etiology; Imaging technology; Radiology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001432063,0.0009051317,0.001965491,0.004434005,0.0002516156,0.001083754,0.001105725,0.001110308,0.003103908],"category_scores_gemma":[0.002693071,0.0003428563,0.0008793075,0.003890783,0.0006883132,0.001308589,0.0006990666,0.001604865,0.001137322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005871209,"about_ca_system_score_gemma":0.00198641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002240058,"about_ca_topic_score_gemma":0.004100319,"domain_scores_codex":[0.9994833,0.0000959147,0.0001048877,0.0001088843,0.0001754069,0.00003161863],"domain_scores_gemma":[0.9979735,0.001337313,0.0002365612,0.00003985961,0.0003447309,0.00006803102],"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":[0.00008554127,0.00007264864,0.0009920591,0.02428902,0.0001609113,0.000181736,0.00004541954,0.0001752813,0.0006671679,0.001762171,0.0131845,0.9583835],"study_design_scores_gemma":[0.00006172874,0.0002520531,0.006551497,0.0218945,0.001081605,0.003973685,0.0002219301,0.0002526044,0.0008750086,0.003799829,0.9609688,0.00006681978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006503214,0.9992982,0.00009023404,0.0001932567,0.00007283108,0.00000295478,0.00001881049,0.000004055912,0.0002545616],"genre_scores_gemma":[0.0004277452,0.9988444,0.0002341325,0.0001657029,0.000194323,0.000003478501,0.00003034759,9.804725e-7,0.00009889977],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004434005,"threshold_uncertainty_score":0.01038361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241036926887483,"score_gpt":0.3352325797264889,"score_spread":0.3028222104576141,"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."}}