{"id":"W4410598584","doi":"10.51731/cjht.2025.1128","title":"Automated Chest Compression Devices","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compression (physics); Computer science; Materials science; Composite material","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":[0.006667135,0.0006242971,0.00177927,0.002725017,0.0005108707,0.003253286,0.001970737,0.003582503,0.01141494],"category_scores_gemma":[0.04128907,0.0004861917,0.00283142,0.002419913,0.001252904,0.004197129,0.001153892,0.002188281,0.002325249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001758848,"about_ca_system_score_gemma":0.0031075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003828777,"about_ca_topic_score_gemma":0.004129712,"domain_scores_codex":[0.9889409,0.00328699,0.003057125,0.0008172405,0.003647843,0.0002498638],"domain_scores_gemma":[0.9648121,0.02254526,0.006459964,0.0006612287,0.005198331,0.000323192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007421247,0.00007378435,0.002113031,0.2037337,0.00106739,0.0002380978,0.0004217822,0.0001666712,0.0006531158,0.004701755,0.08168937,0.7043992],"study_design_scores_gemma":[0.0008099164,0.0005422437,0.007961065,0.3227195,0.003267892,0.002611391,0.0006692492,0.000159552,0.001090656,0.004037392,0.6560227,0.0001083624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001064236,0.9845419,0.000393088,0.005386258,0.001904976,0.0001458301,0.0004660234,0.00002684046,0.006070849],"genre_scores_gemma":[0.02624267,0.9519394,0.002749921,0.01217415,0.003356668,0.0004181975,0.0006290602,0.0000231394,0.002466858],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01141494,"threshold_uncertainty_score":0.03818679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288445372420387,"score_gpt":0.3398952993815379,"score_spread":0.317010845657334,"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."}}