{"id":"W4404603648","doi":"10.1097/cin.0000000000001230","title":"Applying a Critical Review of an Online Platform for Nurse Practitioner Regulatory Assessment Using a Human Factors Approach","year":2024,"lang":"en","type":"review","venue":"CIN Computers Informatics Nursing","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Usability; Computer science; System usability scale; Usability engineering; Context (archaeology); Pluralistic walkthrough; Process management; Process (computing); Knowledge management; Web usability; Human–computer interaction; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003498876,0.0008580313,0.003862805,0.0007737632,0.0009546473,0.00006299918,0.0006490839,0.0009146286,0.00001661439],"category_scores_gemma":[0.0002776856,0.0007060244,0.0007432586,0.0006809754,0.0001616713,0.000737204,0.0001155611,0.002852446,0.0000087504],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004757638,"about_ca_system_score_gemma":0.005401784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003068333,"about_ca_topic_score_gemma":0.000002930251,"domain_scores_codex":[0.9909174,0.0007981769,0.005665029,0.0004924121,0.0008151984,0.001311728],"domain_scores_gemma":[0.993023,0.001971465,0.002960897,0.001105977,0.0004897476,0.000448858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000002760994,0.0002016938,0.000001315855,0.7037696,0.0001408623,0.000001003375,0.001846526,0.000008048636,1.612869e-7,0.004345531,0.003422668,0.2862598],"study_design_scores_gemma":[0.0002755391,0.0001888558,0.000001279296,0.622305,0.001831189,0.00007109404,0.002896321,0.02479305,6.950174e-8,0.000195141,0.3469072,0.0005352671],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003316606,0.8825201,0.09850884,0.00003966361,0.003921807,0.01306755,0.000317546,0.0002381427,0.00135315],"genre_scores_gemma":[0.00001760441,0.8142257,0.1786185,0.0005246969,0.0013442,0.001632466,0.003317127,0.0002684135,0.00005120224],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3434845,"threshold_uncertainty_score":0.9995391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3289521776526568,"score_gpt":0.5644956057818883,"score_spread":0.2355434281292315,"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."}}