{"id":"W6981295355","doi":"","title":"Ecological Interface Design in Neuro-Critical Care","year":2023,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo","keywords":"Interface (matter); Intensive care unit; Cognition; Variable (mathematics); Key (lock); Patient care; Intensive care","routes":{"ca_aff":false,"ca_fund":true,"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":[0.000109166,0.0001709872,0.0004426826,0.0004269901,0.00008497134,0.000003419915,0.0001818489,0.0007285102,0.00007287428],"category_scores_gemma":[0.0002327759,0.000192689,0.00009380167,0.0002697826,0.0001001045,0.00005205277,0.00005364189,0.0007571885,0.000115403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000149341,"about_ca_system_score_gemma":0.0001419907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006093539,"about_ca_topic_score_gemma":0.01651176,"domain_scores_codex":[0.9989219,0.0001113892,0.0001407883,0.0003468239,0.0001777938,0.0003012966],"domain_scores_gemma":[0.999225,0.0002271882,0.00006965322,0.000228251,0.0001487738,0.0001011406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.006536955,0.0009847059,0.2505737,0.01263977,0.0002680069,0.008602284,0.6529555,0.0001790974,0.009680754,0.0004442747,0.00523769,0.05189719],"study_design_scores_gemma":[0.001612066,0.002266577,0.2717712,0.001672497,0.0002402189,0.00001539843,0.7168947,0.0001408335,0.004512946,0.0001312896,0.0003268459,0.0004154373],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969749,0.0001570676,0.00001209553,0.001448054,0.0006852241,0.000392642,0.000008397491,0.0001855716,0.0001359916],"genre_scores_gemma":[0.9480995,0.0001133248,0.001203816,0.0000171352,0.00003325577,0.000001231675,0.0001555131,0.0000261914,0.05035006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06393915,"threshold_uncertainty_score":0.9213951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04222645852608689,"score_gpt":0.3001777771363354,"score_spread":0.2579513186102484,"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."}}