{"id":"W4414894313","doi":"10.32920/30296167.v1","title":"Development of GUI Control System for a Biaxial Testing Machine","year":2025,"lang":"en","type":"article","venue":"","topic":"Engineering Applied Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Arduino; Software; Stepper; Interface (matter); Control system; Simple (philosophy); Stepper motor; Compression (physics)","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":[0.0002365726,0.00008491688,0.0001540669,0.00012379,0.00003199887,0.000009709127,0.000114177,0.00004129266,0.000004258303],"category_scores_gemma":[0.00006205768,0.00007803486,0.00002368719,0.0002011388,0.000005446164,0.00001291755,0.00001997932,0.00006943487,0.000006217577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009437207,"about_ca_system_score_gemma":0.00004327309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006553434,"about_ca_topic_score_gemma":0.000005651529,"domain_scores_codex":[0.9993907,0.000003072276,0.000236748,0.0000838274,0.00009308157,0.0001926153],"domain_scores_gemma":[0.9996023,0.0001911962,0.000009616717,0.0001112659,0.00005524744,0.00003042443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003910754,0.0000319737,0.0005070817,0.006436861,0.0003645979,0.000002336652,0.0001761338,0.3026902,0.6182863,0.01704613,0.001442929,0.05297637],"study_design_scores_gemma":[0.001017477,0.000008096977,0.0002939153,0.0001523675,0.00001028611,0.000001029474,0.00005175007,0.8689086,0.1248741,0.00001278139,0.004558891,0.0001106451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03439597,0.0001274438,0.9383633,0.00001535741,0.0002014347,0.0004758022,0.000007856406,0.0006020932,0.02581079],"genre_scores_gemma":[0.8512135,2.483245e-7,0.1484437,0.000003630184,0.00002009074,0.0001211599,0.000001783765,0.00001597975,0.0001799145],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8168175,"threshold_uncertainty_score":0.3182169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551515818985549,"score_gpt":0.2430457077697577,"score_spread":0.2275305495799022,"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."}}