{"id":"W1599857818","doi":"10.1007/978-3-642-04268-3_10","title":"Prediction of the Repair Surface over Cartilage Defects: A Comparison of Three Methods in a Sheep Model","year":2009,"lang":"en","type":"article","venue":"Lecture notes in computer science","topic":"Osteoarthritis Treatment and Mechanisms","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Queen's University","funders":"","keywords":"Articular cartilage; Cartilage; Articular surface; Atlas (anatomy); Biomedical engineering; Computer science; Arthroplasty; Transplantation; Spline (mechanical); Materials science; Bearing surface; Anatomy; Surgery; Structural engineering; Medicine; Composite material; Osteoarthritis; Engineering; 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":[0.002596837,0.001011625,0.001607544,0.001435121,0.0002856154,0.001166334,0.001230248,0.002267859,0.0008718043],"category_scores_gemma":[0.003245188,0.0005272595,0.0007823887,0.0005525189,0.0003706455,0.000677663,0.0005620145,0.0005919622,0.0002832499],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004540412,"about_ca_system_score_gemma":0.0007984728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008240048,"about_ca_topic_score_gemma":0.004549149,"domain_scores_codex":[0.9994456,0.0001746616,0.00005563717,0.0001298468,0.0001408513,0.00005339808],"domain_scores_gemma":[0.9955671,0.0030865,0.0003023751,0.0002134388,0.0006424367,0.0001881487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003449178,0.000669507,0.023958,0.0004083517,0.0004680346,0.0001956578,0.0001948851,0.6861368,0.02867661,0.0006535213,0.001064145,0.2541254],"study_design_scores_gemma":[0.00002477297,0.0002596771,0.003360692,0.000009887914,0.00004615633,0.00006281093,0.00003026022,0.9928117,0.003097693,0.0001381629,0.0001324958,0.00002560995],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5243464,0.002287829,0.4693608,0.0002867049,0.000137886,0.0001266852,0.0004378857,0.001701219,0.0013146],"genre_scores_gemma":[0.9214515,0.0006211199,0.07580443,0.00005089863,0.00002880068,0.00007024956,0.0003335845,0.0002096135,0.001429717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008240048,"threshold_uncertainty_score":0.01638418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0339873300970889,"score_gpt":0.3251333413390143,"score_spread":0.2911460112419255,"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."}}