{"id":"W2929040537","doi":"10.32920/25444201.v1","title":"Simulation innovation in cyberspace: A collaborative approach to teaching and learning in child and youth care education","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cyberspace; Child care; Knowledge management; Psychology; Mathematics education; Pedagogy; Computer science; Medicine; The Internet; World Wide Web; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006429698,0.0005986816,0.0004208804,0.001363365,0.002787555,0.00774815,0.002692188,0.001998439,0.007978871],"category_scores_gemma":[0.00858482,0.0003260532,0.0008785286,0.0006758522,0.008789285,0.004452994,0.01107252,0.002122079,0.0007270822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002835842,"about_ca_system_score_gemma":0.005913207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001521262,"about_ca_topic_score_gemma":0.002870855,"domain_scores_codex":[0.9924476,0.00616682,0.0001470504,0.000455958,0.0005262661,0.0002563106],"domain_scores_gemma":[0.9931912,0.004741863,0.0002170162,0.0007614577,0.0002107234,0.0008777297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002058909,0.001689762,0.007405742,0.001287757,0.0001431065,0.001285688,0.1468781,0.02167474,0.005194723,0.5144687,0.009697964,0.2900678],"study_design_scores_gemma":[0.0002734188,0.001067335,0.003729813,0.002117128,0.0001259571,0.001721796,0.08281485,0.0558911,0.006042487,0.5022632,0.3438212,0.00013158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2006102,0.002905417,0.5601872,0.01627823,0.0005788998,0.001193301,0.0001247763,0.0009632354,0.2171587],"genre_scores_gemma":[0.7797139,0.00181939,0.2057664,0.0005935571,0.0000810134,0.001123612,0.00008602417,0.00009638129,0.01071969],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007978871,"threshold_uncertainty_score":0.03400391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02916348576289807,"score_gpt":0.387066635164808,"score_spread":0.3579031494019099,"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."}}