{"id":"W4388572959","doi":"10.18280/i2m.220505","title":"Metrological Characterization of Spring Impact Hammer Calibration","year":2023,"lang":"fr","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hammer; Spring (device); Calibration; Metrology; Characterization (materials science); Environmental science; Engineering; Computer science; Materials science; Mechanical engineering; Physics; Nanotechnology; Optics; Mathematics; Statistics","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":[0.003433467,0.0006348293,0.000554532,0.001592205,0.0004748051,0.0008879086,0.001429253,0.001316659,0.001449102],"category_scores_gemma":[0.007483318,0.0003530782,0.0003686085,0.0008853956,0.0008292351,0.0009942998,0.001197557,0.0008725658,0.0004976341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008022904,"about_ca_system_score_gemma":0.0007936988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004721806,"about_ca_topic_score_gemma":0.0006855982,"domain_scores_codex":[0.9926084,0.0007276312,0.0002324933,0.0009122355,0.005302341,0.00021694],"domain_scores_gemma":[0.996536,0.00125689,0.0003208349,0.0007412885,0.00109865,0.0000462881],"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":[0.0002760286,0.00009858402,0.006620686,0.0004917331,0.00005499747,0.0003698913,0.0006254641,0.01916167,0.7698137,0.005865255,0.0007336878,0.1958883],"study_design_scores_gemma":[0.00002098679,0.0006182469,0.01450873,0.00005978735,0.00003731942,0.001279591,0.0002069156,0.09221348,0.8760108,0.00233781,0.01261134,0.00009506103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1742329,0.001197372,0.8171108,0.0002508608,0.0001717549,0.0002545643,0.0001512527,0.001557742,0.005072808],"genre_scores_gemma":[0.8566483,0.0004192875,0.1394813,0.0001022278,0.00004840552,0.0001371167,0.000181584,0.0001331846,0.002848528],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003433467,"threshold_uncertainty_score":0.01815814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833773865671431,"score_gpt":0.289698696259624,"score_spread":0.2613609576029097,"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."}}