{"id":"W4391168474","doi":"10.36348/sjnhc.2024.v07i01.002","title":"Transforming Nursing Pedagogy: The Journey to Concept-Based Learning at the University of Calgary in Qatar","year":2024,"lang":"en","type":"article","venue":"Saudi Journal of Nursing and Health Care","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Calgary","keywords":"Pedagogy; Nursing; Psychology; Sociology; Medicine","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":[0.001397693,0.0000543205,0.0001352103,0.00008465358,0.001007771,0.00003918133,0.0001189597,0.00003878124,0.00004556259],"category_scores_gemma":[0.00005864333,0.00003775573,0.00005242504,0.0002404559,0.0003006712,0.0000658139,0.000004667143,0.0003872487,0.000001204675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008419061,"about_ca_system_score_gemma":0.001569129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003492139,"about_ca_topic_score_gemma":0.0006246691,"domain_scores_codex":[0.998924,0.0002893965,0.0002116,0.00008006518,0.0002873713,0.0002075385],"domain_scores_gemma":[0.9994413,0.0001867737,0.00007045353,0.0000411482,0.0001154078,0.0001448838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002957952,0.0000209281,0.0006500669,0.00005607136,0.000005790404,0.00000670294,0.662999,0.00009698184,0.000009547949,0.003685073,0.002896548,0.3295437],"study_design_scores_gemma":[0.0003842862,0.0002378198,0.01074725,0.008810623,0.00004125386,0.00002904232,0.7704145,0.0000766267,0.00004918207,0.00151901,0.2075714,0.0001190465],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2928893,0.05593391,0.004824928,0.6381998,0.002084041,0.0003734551,0.000003479652,0.00002724327,0.005663833],"genre_scores_gemma":[0.9976447,0.0006139104,0.0006201158,0.0008243109,0.0001161573,1.619007e-7,9.746586e-7,0.00000508906,0.000174609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7047554,"threshold_uncertainty_score":0.7751065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06253456966563481,"score_gpt":0.4260155703241344,"score_spread":0.3634810006584996,"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."}}