{"id":"W3109669656","doi":"10.1016/j.resuscitation.2020.10.045","title":"A homemade CPR trainer can enable real time practice during online hands only CPR training","year":2020,"lang":"en","type":"letter","venue":"Resuscitation","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University; Queen's University; Health Sciences North; Science North","funders":"Northern Ontario Academic Medicine Association","keywords":"Trainer; Medicine; Toilet; Cardiopulmonary resuscitation; Medical education; Surgery; Computer science; Operating system","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":[0.0003861651,0.0005628006,0.0009534375,0.0005247158,0.0002824728,0.0001486221,0.0001719404,0.0008044298,0.0000847144],"category_scores_gemma":[0.001608087,0.0005344654,0.0004365915,0.0007453357,0.0001334764,0.0003657811,0.00005454788,0.00207132,0.0001542211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004922251,"about_ca_system_score_gemma":0.001000342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002802367,"about_ca_topic_score_gemma":0.00004888031,"domain_scores_codex":[0.9959872,0.0003272278,0.0007897957,0.0009030589,0.001261611,0.0007310556],"domain_scores_gemma":[0.9975051,0.0006888804,0.0005870693,0.0004759904,0.0004728312,0.0002701374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001230682,0.0001472841,0.0001856059,0.00212691,0.000890458,0.004727868,0.01302995,0.00009309949,0.02299042,0.00003391544,0.9499754,0.004568442],"study_design_scores_gemma":[0.01191714,0.0008563891,0.01788463,0.002867274,0.00333643,0.000504356,0.005944566,0.001452916,0.0005915566,0.0004325945,0.9521543,0.002057867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06681223,0.000178862,0.00005294673,0.9085438,0.001734983,0.0013978,0.0003404286,0.0005298191,0.02040913],"genre_scores_gemma":[0.1354065,0.001462487,0.01271059,0.6708341,0.09153832,0.0003052595,0.05430798,0.001037996,0.03239679],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2377097,"threshold_uncertainty_score":0.9997107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333389161788074,"score_gpt":0.2841715247193209,"score_spread":0.2608376331014401,"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."}}