{"id":"W4389614662","doi":"10.2139/ssrn.4640475","title":"Method for Accurate Removal of Trabecular Bone Samples from a Curved Articulating Surface","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Medical Imaging Techniques and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Trabecular bone; Surface (topology); Materials science; Geology; Geometry; Mathematics; Medicine; Osteoporosis; Pathology","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":[0.00067969,0.000889281,0.0007148982,0.001625053,0.0005074604,0.0005860815,0.001100586,0.001486938,0.006897208],"category_scores_gemma":[0.00138524,0.000795316,0.0005750259,0.0006833802,0.0005368796,0.0005450807,0.001286886,0.001494425,0.003872566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002308938,"about_ca_system_score_gemma":0.0008546382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007998903,"about_ca_topic_score_gemma":0.002021998,"domain_scores_codex":[0.9991423,0.00006454915,0.00003444553,0.0001594759,0.0005541927,0.00004506055],"domain_scores_gemma":[0.9987164,0.0004376969,0.00008597131,0.0003984118,0.0003083867,0.00005327563],"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":[0.0002042194,0.00004071142,0.0006616436,0.0002672247,0.00004328466,0.0002696328,0.0001355339,0.001661352,0.8259271,0.001826695,0.002130229,0.1668323],"study_design_scores_gemma":[0.0001447117,0.0004623655,0.0102165,0.00006831798,0.0001648266,0.007908947,0.0001587693,0.1421482,0.8014132,0.004268795,0.03285737,0.0001879141],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006415574,0.0002440503,0.9913707,0.0000524819,0.00006618516,0.00007308708,0.0001115222,0.001003192,0.0006632151],"genre_scores_gemma":[0.04585467,0.0002338256,0.9505964,0.00005835012,0.0000342102,0.0001408033,0.0001890661,0.0002826711,0.002610159],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006897208,"threshold_uncertainty_score":0.02307349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07525513964028611,"score_gpt":0.3891585678466185,"score_spread":0.3139034282063323,"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."}}