{"id":"W2568453104","doi":"10.1007/978-3-319-51671-4","title":"Image-Based Multilevel Biomechanical Modeling for Fall-Induced Hip Fracture","year":2017,"lang":"en","type":"book","venue":"","topic":"Hip and Femur Fractures","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Hip fracture; Fracture (geology); Geology; Computer science; Orthodontics; Geotechnical engineering; Medicine; Osteoporosis; Internal medicine","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":[0.000139851,0.0004850261,0.0006427771,0.0003299771,0.0001728723,0.0005972164,0.001347705,0.0009525102,0.01083236],"category_scores_gemma":[0.0005532335,0.0004045542,0.0009963342,0.0004761211,0.0002224539,0.0004692925,0.0006504448,0.0009448931,0.002626677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002845806,"about_ca_system_score_gemma":0.0004263399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007235798,"about_ca_topic_score_gemma":0.01062953,"domain_scores_codex":[0.9999194,0.000006164681,0.000003978008,0.0000133697,0.00005253539,0.000004602668],"domain_scores_gemma":[0.9998829,0.00004790102,0.00001136894,0.0000136482,0.00003524973,0.000008888202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003733186,0.00004535696,0.0006805501,0.0003358389,0.00009343514,0.000200695,0.00005439166,0.6591952,0.00662099,0.02103995,0.03812316,0.2735731],"study_design_scores_gemma":[0.000003696872,0.00001364391,0.0003880727,0.00003478673,0.00001381127,0.0001534239,0.00001321402,0.9764326,0.0008409631,0.008476829,0.01361511,0.00001388796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003983707,0.00341551,0.9775929,0.0007798774,0.0005536026,0.000026674,0.001022364,0.001301631,0.01132378],"genre_scores_gemma":[0.2656101,0.01948848,0.6060726,0.0009020039,0.001336412,0.0002396575,0.003988215,0.001319931,0.1010425],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01083236,"threshold_uncertainty_score":0.0362379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07081121909695455,"score_gpt":0.3433703677220269,"score_spread":0.2725591486250724,"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."}}