{"id":"W3195613038","doi":"","title":"Designing Interactive CPR Manikins for Children: QUT Industrial Design in Collaboration With Clinical Skills Development Services, Metro North Hospital And Health Services","year":2021,"lang":"en","type":"article","venue":"QUT ePrints (Queensland University of Technology)","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory); Medical education; Engineering; Engineering management; Computer science; Psychology; Medicine; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003040299,0.0001283717,0.0004034561,0.0002979322,0.0001196856,0.00001160077,0.00008772634,0.0002211558,0.000004095604],"category_scores_gemma":[0.00002515557,0.0001251355,0.0000419323,0.0004552233,0.00009289214,0.000122691,0.00009634608,0.0002533744,0.000001914606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001440896,"about_ca_system_score_gemma":0.0004899772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000174133,"about_ca_topic_score_gemma":0.003033157,"domain_scores_codex":[0.9990198,0.00006869644,0.0002474217,0.0003569602,0.0001283919,0.0001787523],"domain_scores_gemma":[0.9992066,0.0000749493,0.0002425177,0.0001613977,0.0002406302,0.00007391445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005397398,0.0002404567,0.9819544,0.00009881033,0.0002210091,0.00004059216,0.001495173,0.00002167263,0.00004423952,0.00003307738,0.00004530091,0.01526555],"study_design_scores_gemma":[0.005081164,0.0003985087,0.9827213,0.0004896547,0.00008167655,0.000006330617,0.008601017,0.00005571271,0.001666827,0.00003641254,0.0007247811,0.0001366266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917619,0.00007176895,0.005637425,0.001474773,0.0001217045,0.0008392782,0.00001537845,0.00004785893,0.00002996401],"genre_scores_gemma":[0.9497533,0.0001323103,0.04988684,0.00005163469,0.0000342472,0.000002290754,0.0001077467,0.0000093151,0.00002231234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04424941,"threshold_uncertainty_score":0.5102879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334933938818711,"score_gpt":0.2669465159102934,"score_spread":0.2535971765221063,"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."}}