{"id":"W3162441220","doi":"10.1016/j.resplu.2021.100134","title":"Is a homemade cardiopulmonary resuscitation (CPR) trainer non-inferior to a commercially available CPR mannequin in teaching high-quality CPR? A non-inferiority randomized control trial","year":2021,"lang":"en","type":"article","venue":"Resuscitation Plus","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School; NOSM University; Queen's University; Science North","funders":"Northern Ontario Academic Medicine Association","keywords":"Trainer; Randomized controlled trial; Cardiopulmonary resuscitation; Medicine; Competence (human resources); Physical therapy; Computer science; Psychology; Surgery; Resuscitation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006758597,0.0006260224,0.00263737,0.0008401791,0.0004253525,0.0002556802,0.000228443,0.0004851291,0.0001356567],"category_scores_gemma":[0.005543901,0.000600908,0.000999544,0.001304446,0.0002002007,0.0005756618,0.0001135927,0.0009514539,0.0002713279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009449015,"about_ca_system_score_gemma":0.001510868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791567,"about_ca_topic_score_gemma":0.0005213371,"domain_scores_codex":[0.992038,0.002159801,0.002168805,0.001233885,0.00150409,0.0008954928],"domain_scores_gemma":[0.9949591,0.002077729,0.000573949,0.0009259995,0.0009175907,0.0005456688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9000002,0.001001694,0.006956274,0.001375986,0.001059528,0.0008454726,0.02242165,0.002095897,0.04460808,0.001774237,0.01249429,0.005366666],"study_design_scores_gemma":[0.8159475,0.0003721722,0.1698253,0.001013946,0.0007328555,0.00001796379,0.002529129,0.004376353,0.0006135794,0.001070486,0.002512495,0.0009882536],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568877,0.0002725223,0.01151498,0.01134512,0.003941572,0.006536587,0.0002071937,0.0001843217,0.009109979],"genre_scores_gemma":[0.9885794,0.00008987135,0.004182222,0.002489382,0.001565482,0.0009593784,0.0006344519,0.00009851646,0.001401324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162869,"threshold_uncertainty_score":0.9996442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02472469687257786,"score_gpt":0.3244569955765998,"score_spread":0.299732298704022,"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."}}