{"id":"W4223494928","doi":"10.1115/1.4054260","title":"Society Awards 2021","year":2022,"lang":"en","type":"article","venue":"Journal of Biomechanical Engineering","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medal; Honor; Engineering; Library science; Management; Engineering ethics; Art history; Art; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000410525,0.0001273389,0.0002088222,0.0001512604,0.00004952158,0.00001964267,0.0002444942,0.00006090243,0.0003942141],"category_scores_gemma":[0.00002997327,0.0001248582,0.0002162097,0.000505297,0.000008659974,0.0001075425,0.00006358436,0.0006259274,0.000007292524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002267703,"about_ca_system_score_gemma":0.00003681166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001311338,"about_ca_topic_score_gemma":4.278959e-8,"domain_scores_codex":[0.9989105,0.000008767775,0.0003782375,0.0000797247,0.0003846393,0.0002380959],"domain_scores_gemma":[0.9995869,0.00004400946,0.00004736934,0.0001150461,0.00003586091,0.0001708186],"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":[0.00001262764,0.0001389636,0.000007953235,0.0003406709,0.0003232978,0.00004747236,0.0003812056,0.4755678,0.4658854,0.0009329469,0.03449352,0.02186816],"study_design_scores_gemma":[0.0006434517,0.0002645512,0.0001140112,0.00005891377,0.00004885387,0.0004701262,0.0002036826,0.6864551,0.01402958,0.0002224962,0.2970787,0.0004105995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2833245,0.004682481,0.6906731,0.001832113,0.01839206,0.0001854112,0.00004090328,0.0005094301,0.000359948],"genre_scores_gemma":[0.9916099,0.000139069,0.00740497,0.00004641471,0.0006937441,0.000009647023,0.000004400659,0.00004288241,0.00004900847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7082853,"threshold_uncertainty_score":0.5091568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005036412486141293,"score_gpt":0.1843784967163236,"score_spread":0.1793420842301823,"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."}}