{"id":"W2077917612","doi":"10.3138/ptc.2011-08bh","title":"Imaging-Based Methods for Non-invasive Assessment of Bone Properties Influenced by Mechanical Loading","year":2011,"lang":"en","type":"article","venue":"Physiotherapy Canada","topic":"Bone health and osteoporosis research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Biomedical engineering; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003674565,0.0001490334,0.0004357549,0.00007760074,0.00008435632,0.000006225587,0.0001008685,0.00004153728,0.0001055275],"category_scores_gemma":[0.00007596838,0.0001169471,0.00008453402,0.0001713945,0.00006671183,0.0000497387,0.00001432353,0.000146918,2.624688e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002975044,"about_ca_system_score_gemma":0.004842365,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3925105,"about_ca_topic_score_gemma":0.04930844,"domain_scores_codex":[0.9985749,0.00007941623,0.0003548645,0.0002529556,0.0003388805,0.0003990039],"domain_scores_gemma":[0.9988757,0.0001672936,0.0001267588,0.0002844689,0.00027834,0.0002674709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004022094,0.0001582952,0.002016957,0.0007333959,0.00004787018,0.000002889967,0.0001145535,0.000001514106,0.9821894,0.00005802703,0.004039032,0.01023582],"study_design_scores_gemma":[0.002837874,0.0006784729,0.006457911,0.0002502888,0.00002473184,0.000001991624,0.00015586,0.01168928,0.9747568,0.00008988968,0.002883465,0.0001734446],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262624,0.002700396,0.05791354,0.005706238,0.0005477628,0.005463837,0.0001471631,0.00009059854,0.001168116],"genre_scores_gemma":[0.9566262,0.00003339925,0.03886443,0.004048124,0.00003803109,0.0002244725,0.00001462806,0.00003637194,0.0001143072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3432021,"threshold_uncertainty_score":0.9680392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03763154886527506,"score_gpt":0.3952993211436338,"score_spread":0.3576677722783587,"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."}}