{"id":"W2801723503","doi":"10.2196/humanfactors.6781","title":"A Novel Information Retrieval Tool to Find Hospital Care Team Members: Development and Usability Study","year":2018,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workflow; Usability; Squire; Health care; Medical emergency; Psychology; Nursing; World Wide Web; Medicine; Computer science; Database; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001035763,0.0002546891,0.0003652081,0.0001984101,0.001472464,0.00004322064,0.0002171466,0.0002340001,0.0002535827],"category_scores_gemma":[0.0003813638,0.0002179121,0.00003288858,0.0003079318,0.00005765178,0.0004655257,0.0002153023,0.0005573056,0.0003176703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001606297,"about_ca_system_score_gemma":0.0008965296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008659815,"about_ca_topic_score_gemma":0.002192753,"domain_scores_codex":[0.9970306,0.000223938,0.001066588,0.0003649502,0.0005338024,0.0007801613],"domain_scores_gemma":[0.998284,0.00016641,0.0003028149,0.0004438852,0.0004885511,0.0003143628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006290223,0.0001985313,0.5160114,0.0004543521,0.00002789752,2.26091e-7,0.478454,1.909561e-7,0.0001366026,0.00006702076,0.002511842,0.002075066],"study_design_scores_gemma":[0.001124703,0.001521404,0.8473842,0.0001114774,0.000007000502,3.064798e-7,0.07225685,0.000003289481,0.0001149115,0.000005254203,0.077192,0.0002786361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905238,0.000008664492,0.00004523347,0.00007864516,0.0007715214,0.006324173,0.00002684735,0.0001451987,0.002075888],"genre_scores_gemma":[0.9983457,2.396214e-7,0.0002246545,0.0002209211,0.0002884082,0.0003508219,0.0000411072,0.00002240519,0.0005057298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4061971,"threshold_uncertainty_score":0.9998275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05118299352078742,"score_gpt":0.4155170652138868,"score_spread":0.3643340716930993,"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."}}