{"id":"W4389045197","doi":"10.2196/47991","title":"User Perceptions of Visual Clot in a High-Fidelity Simulation Study: Mixed Qualitative-Quantitative Study","year":2023,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universität Zürich","keywords":"Perception; Computer science; Fidelity; Human–computer interaction; Multimethodology; Qualitative research; Psychology; Neuroscience; Mathematics education; Sociology; Telecommunications","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":[0.02723373,0.0005834328,0.0008956591,0.00176249,0.001876838,0.002500625,0.001064969,0.001360332,0.001990821],"category_scores_gemma":[0.04573597,0.0005840434,0.0007570916,0.001256129,0.00233847,0.00236525,0.002535787,0.001073391,0.0003247075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002270902,"about_ca_system_score_gemma":0.001977935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002151335,"about_ca_topic_score_gemma":0.002107363,"domain_scores_codex":[0.9809595,0.01484538,0.0008647038,0.0007727264,0.001453679,0.001104002],"domain_scores_gemma":[0.94691,0.0422615,0.003009493,0.001009353,0.005087737,0.001721976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002697898,0.0005875932,0.0537321,0.001162289,0.00006229914,0.0008170864,0.9187939,0.0003281699,0.002859968,0.0004527303,0.0004843531,0.02044978],"study_design_scores_gemma":[0.00005484311,0.002085415,0.03426919,0.0007411083,0.00006673416,0.0007573068,0.9514355,0.001897869,0.001952612,0.0003680334,0.006251256,0.0001201437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959558,0.0001544807,0.002618331,0.0001926563,0.000009191388,0.0002801585,0.0001065113,0.00001477817,0.0006681733],"genre_scores_gemma":[0.9961984,0.0002484322,0.002130085,0.0002460332,0.000008648695,0.0006834391,0.00007459536,0.00001557561,0.0003947585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02723373,"threshold_uncertainty_score":0.1440275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079129530551627,"score_gpt":0.4737705730930452,"score_spread":0.3658576200378824,"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."}}