{"id":"W4317908140","doi":"10.1115/1.4056758","title":"Reviewer’s Recognition","year":2023,"lang":"en","type":"article","venue":"Journal of Mechanisms and Robotics","topic":"Mechanics and Biomechanics Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; 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":[0.0004617305,0.00009120977,0.0002086403,0.0001388176,0.00005439498,0.0000222497,0.00006483008,0.00005843051,0.00001504689],"category_scores_gemma":[0.00007688364,0.00006966068,0.00006383917,0.0002062444,0.000004946247,0.00005958839,0.00003215743,0.0001249422,0.00002635791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001394233,"about_ca_system_score_gemma":0.000006823218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.360542e-7,"about_ca_topic_score_gemma":7.777354e-7,"domain_scores_codex":[0.9993452,0.0000112119,0.0002841273,0.00005421579,0.000163279,0.0001419449],"domain_scores_gemma":[0.9995292,0.00002665243,0.00007772136,0.00005877493,0.0002364449,0.00007123296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002917583,0.0001094672,0.000007562683,0.001531482,0.00079742,0.0003638284,0.0007358693,0.06300724,0.153562,0.09605365,0.09259801,0.5912042],"study_design_scores_gemma":[0.001597112,0.001223056,0.00006648291,0.00113776,0.0004193471,0.0004121038,0.001114287,0.4562931,0.01388441,0.4962625,0.02665676,0.0009330859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01018706,0.01115162,0.9584726,0.001577527,0.01698504,0.0003567002,0.00003276431,0.000394827,0.0008418568],"genre_scores_gemma":[0.2258557,0.3683796,0.4011908,0.0006697665,0.002786448,0.00001189672,0.00002495855,0.0002164212,0.0008642981],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5902712,"threshold_uncertainty_score":0.284068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106489525770031,"score_gpt":0.2294132149643615,"score_spread":0.1983483197066612,"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."}}