{"id":"W4200383441","doi":"10.3390/ijerph182413106","title":"Nurse Education and Mathematical Competency: Implementation of an Online, Self-Directed, Prerequisite Model","year":2021,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Health Education and Validation","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"Nipissing University","keywords":"Medical education; Nurse education; Psychology; Perception; Focus group; Test (biology); Nursing; Qualitative property; Medicine; Computer science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007442541,0.0002172167,0.0001656705,0.0005644689,0.001529885,0.002229167,0.001476545,0.0005342565,0.001758384],"category_scores_gemma":[0.02539982,0.0001678588,0.000235274,0.0004855252,0.001352767,0.001577647,0.002499443,0.0009626022,0.0002937042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0107057,"about_ca_system_score_gemma":0.04132304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.130465,"about_ca_topic_score_gemma":0.3108368,"domain_scores_codex":[0.9940674,0.002511234,0.0002909813,0.0002938593,0.002398434,0.0004380857],"domain_scores_gemma":[0.9856382,0.005335219,0.001348409,0.001365435,0.004059387,0.002253293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001521671,0.006415498,0.1834403,0.0004152559,0.00002190117,0.0003611599,0.04244347,0.001735684,0.004366174,0.007120779,0.006397892,0.7471297],"study_design_scores_gemma":[0.0002741079,0.006558993,0.6998646,0.001619636,0.0001294106,0.001217604,0.06657073,0.02095266,0.02258176,0.006783475,0.1731829,0.0002641254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335372,0.0001216037,0.01481903,0.006180297,0.00009127104,0.001815173,0.0001233885,0.000259915,0.04305209],"genre_scores_gemma":[0.940693,0.0002254049,0.05014155,0.0007260758,0.00001310094,0.0006532244,0.0001337392,0.00001895993,0.007394968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130465,"threshold_uncertainty_score":0.2594113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1525511431446657,"score_gpt":0.525180381662108,"score_spread":0.3726292385174423,"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."}}