{"id":"W7117156489","doi":"10.18280/jesa.581107","title":"Prediction of Deformation in the Transmission Neck of a Modular Jajar Legowo Rice Transplanter Using the Effective Independence Method","year":2025,"lang":"","type":"article","venue":"Journal Européen des Systèmes Automatisés","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Modular design; Deformation (meteorology); Independence (probability theory); Transmission (telecommunications)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000191227,0.0004014535,0.0003808111,0.0003205038,0.0002837327,0.0002645756,0.0005364004,0.000652494,0.0009722497],"category_scores_gemma":[0.0002967723,0.0002682625,0.0004117576,0.0002131786,0.0002332177,0.0003445801,0.0001925884,0.0003130492,0.0002427248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002652824,"about_ca_system_score_gemma":0.0003776554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005039804,"about_ca_topic_score_gemma":0.005606702,"domain_scores_codex":[0.9999472,0.00000567883,0.000002390739,0.00001782798,0.00001909734,0.000007802935],"domain_scores_gemma":[0.9998096,0.00008477846,0.00003461763,0.00001664005,0.00003692299,0.00001750644],"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":[0.0005513177,0.000229645,0.03883515,0.0001673125,0.0000451037,0.000589449,0.0002776115,0.6333036,0.2714399,0.0006105599,0.0004768191,0.05347339],"study_design_scores_gemma":[0.000005774672,0.0001306058,0.0161147,0.000003306162,0.00001183628,0.00003415911,0.00003907613,0.9769356,0.006565493,0.00006073942,0.00008721346,0.00001149594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9506471,0.00004664302,0.04793536,0.00004386481,0.00001068592,0.00001807847,0.00009335399,0.000252317,0.0009526122],"genre_scores_gemma":[0.9944502,0.00002579342,0.004767146,0.000003153909,0.00000153189,0.000007630645,0.00004296995,0.00001148534,0.000690208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005039804,"threshold_uncertainty_score":0.01002097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281026421961563,"score_gpt":0.2886051301683938,"score_spread":0.2657948659487782,"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."}}