{"id":"W4411850841","doi":"10.4050/f-0081-2025-0071","title":"Methods for Laboratory Replication of Rotary-wing Air Ambulance Vibration Conditions for Neonatal Patient Transport Applications","year":2025,"lang":"en","type":"article","venue":"","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vibration; Air transport; Replication (statistics); Wing; Automotive engineering; Aeronautics; Aerospace engineering; Computer science; Engineering; Medicine; Acoustics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005386884,0.00134396,0.0006792315,0.001397708,0.0008973813,0.0009023693,0.0015189,0.0008894026,0.003882491],"category_scores_gemma":[0.01275811,0.0005885774,0.00075115,0.001043468,0.0006700934,0.0006167165,0.001271134,0.0007516401,0.001801721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006133936,"about_ca_system_score_gemma":0.001629968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003937888,"about_ca_topic_score_gemma":0.007313069,"domain_scores_codex":[0.993947,0.001583138,0.0007374241,0.0009593154,0.00254263,0.0002303738],"domain_scores_gemma":[0.9892787,0.002031296,0.001281346,0.003058242,0.004129752,0.0002207254],"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":[0.001398849,0.001442208,0.04321643,0.0007772138,0.0001206406,0.0005427066,0.001353732,0.007970669,0.741337,0.0008225078,0.00209859,0.1989194],"study_design_scores_gemma":[0.0002971729,0.005732229,0.1061846,0.0002537287,0.0002372032,0.0008320935,0.001071396,0.05399201,0.8077394,0.0007584843,0.02262309,0.0002786362],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1544386,0.0002363878,0.8281699,0.0001307266,0.0002579828,0.008881529,0.002230126,0.003229345,0.002425468],"genre_scores_gemma":[0.2550131,0.0003366802,0.7275161,0.0001877652,0.00005938979,0.01235472,0.002446734,0.0004498551,0.001635596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005386884,"threshold_uncertainty_score":0.02848893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01764797418340164,"score_gpt":0.3688774923425234,"score_spread":0.3512295181591218,"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."}}