{"id":"W4391682974","doi":"10.1115/1.4064713","title":"Reviewer’s Recognition","year":2024,"lang":"en","type":"article","venue":"Journal of Mechanisms and Robotics","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robotics; Artificial intelligence; Library science; Engineering; Computer science; Robot","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":[0.0001742612,0.000045457,0.00007825075,0.00006030227,0.0000210812,0.00004007692,0.00003510104,0.00003083914,0.00006051493],"category_scores_gemma":[0.00002048332,0.00003626056,0.00003641739,0.00007269895,0.000003985743,0.00006356624,0.000004324336,0.0001211522,0.0000229593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001749308,"about_ca_system_score_gemma":0.00001898486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.066979e-7,"about_ca_topic_score_gemma":2.189437e-7,"domain_scores_codex":[0.9996582,0.000005656839,0.0001767251,0.00003469111,0.00006938366,0.00005529652],"domain_scores_gemma":[0.9997607,0.00002009503,0.00002316291,0.00004201144,0.00009884669,0.00005519986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001945492,0.000051301,0.000001224878,0.0007440126,0.0001424947,0.00001571044,0.0004319699,0.05553617,0.01353091,0.3954953,0.05464981,0.4793991],"study_design_scores_gemma":[0.0003559296,0.0002202659,0.00003241502,0.001275335,0.0003465103,0.0005884058,0.0004718108,0.3504767,0.004378826,0.3466092,0.2948043,0.0004403176],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000612193,0.01140625,0.983408,0.0009638419,0.002883786,0.00006141137,0.000003188409,0.00005274183,0.0006086073],"genre_scores_gemma":[0.2354266,0.05525554,0.7061732,0.0003866871,0.001880922,0.000009729501,0.00001058682,0.00007817615,0.0007785643],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4789588,"threshold_uncertainty_score":0.1478663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184551411072176,"score_gpt":0.2522649409887603,"score_spread":0.2304194268780385,"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."}}