{"id":"W4405319347","doi":"10.1115/1.4067399","title":"Does Annulus Fibrosus Lamellar Adhesion Testing Require Preconditioning?","year":2024,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Wilfrid Laurier University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Annulus (botany); Adhesion; Materials science; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002905154,0.0001343777,0.0002985408,0.0001977182,0.00003410835,0.00006750036,0.00007790228,0.0001192449,0.0001695204],"category_scores_gemma":[0.0005765122,0.00007350228,0.0002402744,0.0003741018,0.00001394235,0.0002145111,0.00003395103,0.000375418,0.00001329129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007195793,"about_ca_system_score_gemma":0.00005377823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002077828,"about_ca_topic_score_gemma":1.014481e-7,"domain_scores_codex":[0.998911,0.00001239101,0.0004368626,0.0001446727,0.0002796107,0.0002155234],"domain_scores_gemma":[0.9991715,0.0003280515,0.00007805102,0.00009468415,0.0001001135,0.0002275846],"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":[0.00009353767,0.00006583123,0.00008028246,0.0006459973,0.0001688283,0.001369947,0.00007426989,0.0005574334,0.9711536,0.0009470591,0.0003796073,0.02446367],"study_design_scores_gemma":[0.002742272,0.004642188,0.003977948,0.0148878,0.0006196492,0.008257069,0.0003446545,0.1363282,0.6896889,0.003200749,0.1343568,0.0009538246],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790711,0.004890842,0.009860038,0.002242199,0.003246265,0.0001673999,0.00001317346,0.0002502312,0.0002586874],"genre_scores_gemma":[0.9918846,0.00009641395,0.006232962,0.00006190712,0.001377638,0.000001454113,0.000002175175,0.00003085753,0.0003120094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2814647,"threshold_uncertainty_score":0.2997336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01307186802284519,"score_gpt":0.2544293778559958,"score_spread":0.2413575098331506,"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."}}