{"id":"W4280616740","doi":"10.2196/37084","title":"The First National Remote Emergency System for Malignant Hyperthermia (MH-NRES) in China: Protocol for the Design, Development, and Evaluation of a WeChat Applet","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Protocol (science); mHealth; Medicine; Computer science; Medical emergency; Computer security; Nursing","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":[0.01976528,0.001515944,0.000981784,0.001274541,0.001977733,0.001341939,0.002313509,0.002708905,0.04122198],"category_scores_gemma":[0.02039314,0.0008737526,0.0009556299,0.000610785,0.00169783,0.00206319,0.002254577,0.001849781,0.01011848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001973228,"about_ca_system_score_gemma":0.005056864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00217243,"about_ca_topic_score_gemma":0.003045159,"domain_scores_codex":[0.9915879,0.004230771,0.001291955,0.0008228167,0.001470622,0.0005958132],"domain_scores_gemma":[0.983936,0.004707417,0.00076186,0.002359607,0.007204954,0.001030268],"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":[0.02026821,0.008573392,0.01167105,0.02414861,0.0002747054,0.004336173,0.01467111,0.004653581,0.1299856,0.02323629,0.2964381,0.4617431],"study_design_scores_gemma":[0.004593866,0.0130842,0.02616209,0.003987408,0.0004163755,0.001662319,0.003446698,0.006635785,0.07665364,0.005210616,0.8576726,0.0004744155],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07207826,0.001398446,0.2050891,0.002190574,0.001256755,0.6602386,0.01412777,0.009185682,0.03443482],"genre_scores_gemma":[0.06106684,0.0009669292,0.1749153,0.001878382,0.0001532823,0.7292059,0.007728355,0.001075722,0.02300931],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04122198,"threshold_uncertainty_score":0.1379012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2657068299687901,"score_gpt":0.4793837167897781,"score_spread":0.213676886820988,"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."}}