{"id":"W4392308273","doi":"10.2139/ssrn.4728100","title":"Design and Validation of an &lt;i&gt;in Vitro&lt;/i&gt; Test Bench for the Investigation of Cardiopulmonary Resuscitation Procedure","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure; Université de Montréal; Concordia University","funders":"","keywords":"Cardiopulmonary resuscitation; Test bench; Resuscitation; Test (biology); Medicine; Anesthesia; Computer science; Embedded system; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007579257,0.001523656,0.0008455052,0.001308959,0.001273755,0.001757502,0.003017443,0.001834551,0.01039699],"category_scores_gemma":[0.006843593,0.000961244,0.0007319005,0.0003721313,0.001502395,0.0009597743,0.001622635,0.001199975,0.003891374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009923592,"about_ca_system_score_gemma":0.004381632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00136172,"about_ca_topic_score_gemma":0.00191958,"domain_scores_codex":[0.9960355,0.001137325,0.0003583714,0.00089348,0.001191245,0.0003840181],"domain_scores_gemma":[0.9883178,0.002137277,0.001062681,0.001575592,0.00560715,0.001299497],"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":[0.005225021,0.004311615,0.01653622,0.00159368,0.0002299461,0.000429051,0.001012892,0.01153606,0.8695802,0.003070636,0.00461156,0.08186317],"study_design_scores_gemma":[0.001798818,0.05100216,0.03390031,0.0002838277,0.0008095106,0.0005649759,0.0009583007,0.06357479,0.8004639,0.001760554,0.04462647,0.0002564816],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2720246,0.0003650762,0.6985059,0.0006358627,0.001136285,0.01439362,0.002838176,0.004548877,0.005551555],"genre_scores_gemma":[0.492217,0.0003450386,0.4710978,0.001257634,0.0002573667,0.01940596,0.002256237,0.0007652413,0.0123977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01039699,"threshold_uncertainty_score":0.04008341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01383622233303257,"score_gpt":0.2645602085194701,"score_spread":0.2507239861864375,"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."}}