{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005401216,0.001938577,0.001518979,0.003961928,0.003200388,0.01147611,0.0028573,0.007039523,0.6328537],"category_scores_gemma":[0.0147887,0.0007782206,0.001369108,0.002400962,0.0009200571,0.004408617,0.007621563,0.00481834,0.6647643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002475257,"about_ca_system_score_gemma":0.008606714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274768,"about_ca_topic_score_gemma":0.003285555,"domain_scores_codex":[0.9935022,0.0006723092,0.0004228317,0.0006499986,0.003402446,0.001350277],"domain_scores_gemma":[0.9788675,0.0005883873,0.000542253,0.0007434522,0.008564226,0.01069407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003273039,0.00004745519,0.0001625864,0.00008010634,0.000004554071,0.00005608335,0.00001368156,0.00002656818,0.0001048855,0.00172005,0.9522677,0.04548363],"study_design_scores_gemma":[0.00001613288,0.0000349475,0.0003474517,0.00006133518,0.000002182407,0.00007959786,0.00003250722,0.00004483421,0.00004548677,0.000883468,0.9984438,0.000008338192],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0015817,0.004459311,0.002039165,0.05023573,0.2060921,0.0008752007,0.007095733,0.002479793,0.7251412],"genre_scores_gemma":[0.003583588,0.003043761,0.001041724,0.009890618,0.02115965,0.0003984712,0.007151264,0.0007385489,0.9529924],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6328537,"threshold_uncertainty_score":0.5236896,"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."}}