{"id":"W4411875027","doi":"10.2196/53208","title":"Effect of Thermal and Vibration Changes on Automated External Defibrillator Circuit Boards: Finite Element Analysis Study","year":2025,"lang":"en","type":"article","venue":"JMIRx Med","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Finite element method; Structural engineering; Vibration; Engineering; Mechanical engineering; Physics; Acoustics","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":[0.0003606356,0.0004883752,0.000341511,0.0005608441,0.0002181952,0.0004082427,0.0004566492,0.0007978487,0.00178545],"category_scores_gemma":[0.001108769,0.0002286351,0.0006131626,0.0002900015,0.0003567646,0.0003479411,0.0002679647,0.000267375,0.0002817994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002564603,"about_ca_system_score_gemma":0.0002473581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00169454,"about_ca_topic_score_gemma":0.001949542,"domain_scores_codex":[0.9997002,0.0000468035,0.00002179413,0.00005378693,0.0001441339,0.00003340382],"domain_scores_gemma":[0.9994645,0.0002872299,0.00007037034,0.00005117213,0.0001104493,0.0000163249],"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":[0.0005004761,0.0005093525,0.0185744,0.0005976377,0.0001021748,0.0005269328,0.0006272589,0.6559153,0.2450626,0.0008773144,0.0008761998,0.07583036],"study_design_scores_gemma":[0.00002162887,0.0006582331,0.01643434,0.00004808497,0.00008239061,0.0001514206,0.0002743021,0.9223019,0.05806731,0.0001668256,0.001757682,0.0000359139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578246,0.0002189878,0.03919071,0.00005098838,0.00003775485,0.00004337259,0.0001232943,0.000166881,0.002343393],"genre_scores_gemma":[0.9901832,0.00009682043,0.008312473,0.00001228803,0.000005088285,0.00003978693,0.0001164958,0.00001886574,0.00121506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00178545,"threshold_uncertainty_score":0.005972922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00860319564659068,"score_gpt":0.305953125894442,"score_spread":0.2973499302478513,"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."}}