{"id":"W4388431370","doi":"10.2196/43181","title":"Effectiveness of a Game-Based Mobile App for Educating Intensive Critical Care Specialist Nurses in Extracorporeal Membrane Oxygenation Pipeline Preflushing: Quasi-Experimental Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qingdao University","keywords":"Extracorporeal membrane oxygenation; Pipeline (software); Oxygenation; Intensive care; Mobile apps; Medicine; Intensive care medicine; Computer science; Psychology; Anesthesia; Operating system; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003399568,0.001764367,0.003280379,0.0007306109,0.001157586,0.001145096,0.001549217,0.002046705,0.007066555],"category_scores_gemma":[0.006514961,0.001109728,0.001682701,0.0003442158,0.001239435,0.001163946,0.0009903451,0.00250922,0.0009044484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124746,"about_ca_system_score_gemma":0.00189833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001445518,"about_ca_topic_score_gemma":0.001810531,"domain_scores_codex":[0.998035,0.0007327068,0.0002302398,0.0004408682,0.0002537483,0.0003073697],"domain_scores_gemma":[0.9961843,0.001851992,0.0004746502,0.0002725938,0.0004474626,0.0007689517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.3869371,0.5395066,0.002287193,0.005422098,0.001074026,0.0001564636,0.001611563,0.0006173006,0.004596041,0.0002942009,0.001165457,0.05633196],"study_design_scores_gemma":[0.2617058,0.7231005,0.008629745,0.0003663962,0.0008065095,0.00003445187,0.0005264,0.001308183,0.001563494,0.0002285764,0.00167011,0.00005972099],"study_design_candidate":"nonrandomized_trial","study_design_consensus":"nonrandomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757666,0.0004897292,0.0006330879,0.0001660091,0.0002883611,0.02140654,0.0002855538,0.00006903915,0.0008950038],"genre_scores_gemma":[0.9026595,0.001221673,0.008818784,0.0004700524,0.0003583575,0.08301461,0.0003394469,0.00002058418,0.003097124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007066555,"threshold_uncertainty_score":0.02363998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03737827739253962,"score_gpt":0.428990366396308,"score_spread":0.3916120890037684,"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."}}