{"id":"W4386210562","doi":"10.1016/j.jer.2023.08.025","title":"Transforming farming with intelligence: Smart vibration monitoring and alert system","year":2023,"lang":"en","type":"article","venue":"Journal of Engineering Research","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Polytechnique Montréal","funders":"All India Council for Technical Education","keywords":"Transmissibility (structural dynamics); Tractor; Whole body vibration; Vibration; Warning system; Computer science; Simulation; Vibration isolation; Real-time computing; Automotive engineering; Engineering; Telecommunications; Acoustics","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":[0.002332068,0.00008381104,0.0002173876,0.0007977512,0.00009620895,0.00005132826,0.00006796219,0.00005696233,0.000002781051],"category_scores_gemma":[0.0003293195,0.00006460596,0.00003300011,0.0007262381,0.00002405238,0.0002576575,0.00001649937,0.0005995847,0.000006141703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000168874,"about_ca_system_score_gemma":0.0001667507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000885443,"about_ca_topic_score_gemma":5.2863e-7,"domain_scores_codex":[0.9984964,0.00004275433,0.0003289471,0.0001027511,0.0007350891,0.0002940518],"domain_scores_gemma":[0.9988248,0.000439043,0.00005534142,0.00009946632,0.0003585885,0.000222781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001288267,0.0001393046,0.06098638,0.01269552,0.0004398739,0.002638555,0.006338037,0.05206541,0.7740909,0.002259844,0.0003335276,0.08672433],"study_design_scores_gemma":[0.0031641,0.00757612,0.0979218,0.02104859,0.0001200144,0.005125354,0.01151482,0.2264446,0.6239461,0.00003571021,0.002563985,0.0005388153],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751225,0.0003758964,0.02294773,0.0008600756,0.0002077724,0.0002921583,4.139382e-7,0.00007174324,0.0001217045],"genre_scores_gemma":[0.9953218,0.0002768751,0.003914897,0.000003878254,0.0003967994,0.000007791815,7.316166e-7,0.00002644546,0.00005076162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1743792,"threshold_uncertainty_score":0.2634555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06308302465289789,"score_gpt":0.3883556545051207,"score_spread":0.3252726298522228,"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."}}