{"id":"W4376878955","doi":"10.1016/j.teln.2023.04.008","title":"Undergraduate nursing student satisfaction with open educational resources in a professional communication course","year":2023,"lang":"en","type":"article","venue":"Teaching and learning in nursing","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; MacEwan University","funders":"","keywords":"Open educational resources; Medical education; Quality (philosophy); Psychology; Descriptive research; Descriptive statistics; Nursing; Medicine; Pedagogy; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.002478842,0.0001287311,0.000159034,0.000321562,0.001090072,0.0006298363,0.0004784564,0.00005285829,0.000006522504],"category_scores_gemma":[0.0001563077,0.0001240982,0.00001356928,0.0005697926,0.0000800054,0.0008276298,0.0001345667,0.001478724,0.00001467447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002501259,"about_ca_system_score_gemma":0.0001783413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007756604,"about_ca_topic_score_gemma":0.0001775159,"domain_scores_codex":[0.9973693,0.001474339,0.0002411233,0.0003573541,0.0002769382,0.0002809533],"domain_scores_gemma":[0.999028,0.0005044764,0.000151612,0.0002160045,0.00003112096,0.00006876067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003640201,0.0004192166,0.4947345,0.00001594757,0.000009147398,0.000002963965,0.1661399,0.01939628,0.0000876073,0.04815842,0.0007123788,0.2702872],"study_design_scores_gemma":[0.0005545791,0.00006916705,0.9125234,0.002467372,0.000004994511,0.0000209228,0.04855561,0.03214693,0.00000157924,0.002991381,0.0004805767,0.0001834776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580074,0.0001104356,0.0005954849,0.02827375,0.0003132264,0.0002460505,9.731345e-8,0.0001446928,0.01230888],"genre_scores_gemma":[0.9894466,0.00002190288,0.007943199,0.00007444202,0.00003697849,0.00003169662,0.00001524011,0.00001556845,0.002414309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4177889,"threshold_uncertainty_score":0.8384065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908002838282752,"score_gpt":0.3774510872182295,"score_spread":0.358371058835402,"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."}}