{"id":"W4415878039","doi":"10.20965/ijat.2025.p0989","title":"Special Issue on Precision Engineering for Advanced Automation Technology","year":2025,"lang":"en","type":"article","venue":"International Journal of Automation Technology","topic":"Robotic Mechanisms and Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Automation; Context (archaeology); Adaptability; Field (mathematics); Resource (disambiguation); Reliability (semiconductor)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001700377,0.0001396124,0.0002260478,0.002125719,0.00003432862,0.00003429347,0.0004560324,0.0002775042,0.00005444694],"category_scores_gemma":[0.0004283308,0.0001407883,0.00008051398,0.0004227787,0.00002268369,0.0001885701,0.00003918333,0.0002368268,0.00001720897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002765215,"about_ca_system_score_gemma":0.00004035528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.804447e-7,"about_ca_topic_score_gemma":8.508179e-7,"domain_scores_codex":[0.9989133,0.000005628297,0.0005812769,0.0001198239,0.0002280828,0.0001518912],"domain_scores_gemma":[0.9991114,0.00009347525,0.0001962813,0.0001472015,0.0004285967,0.0000230939],"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":[0.0000419805,0.000039909,0.00002023673,0.00002597228,0.0001229341,0.000007388081,0.00002566404,0.4740372,0.008234964,0.1337997,0.00381647,0.3798276],"study_design_scores_gemma":[0.00159013,0.000287204,0.0002061478,0.0003971022,0.00002782739,0.00008440919,0.00009494105,0.8439022,0.03685893,0.04676285,0.06959216,0.0001960692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02275467,0.00007099102,0.9622982,0.004113214,0.00805123,0.0002533098,0.000009309611,0.0006328257,0.001816205],"genre_scores_gemma":[0.3654189,0.0002219776,0.6298288,0.0001797748,0.003598492,0.00008924182,0.00002942735,0.00007276479,0.0005606133],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3796315,"threshold_uncertainty_score":0.574118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00314582883289694,"score_gpt":0.2453893759181242,"score_spread":0.2422435470852273,"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."}}