{"id":"W4401718405","doi":"10.21432/cjlt28177","title":"Virtual Labs for Postsecondary General Education and Applied Science Courses: Faculty Perceptions","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Durham College; George Brown College","funders":"","keywords":"Focus group; Affordance; Curriculum; Science education; Medical education; Virtual learning environment; Faculty development; Mathematics education; Vocational education; Perception; Psychology; Computer science; Pedagogy; Professional development; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003492867,0.000167587,0.0002010801,0.000571197,0.005821544,0.00286426,0.000912049,0.0007047941,0.007580099],"category_scores_gemma":[0.007991638,0.0001730629,0.0001566261,0.0007818967,0.002367905,0.0009752491,0.002041971,0.000848827,0.0003749852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007444774,"about_ca_system_score_gemma":0.01890245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.107971,"about_ca_topic_score_gemma":0.2263429,"domain_scores_codex":[0.9973068,0.0008299804,0.00008135852,0.0001567927,0.0005990891,0.001026038],"domain_scores_gemma":[0.9885084,0.002137061,0.0008826297,0.0001690507,0.001585833,0.006716912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003670279,0.00153452,0.3317279,0.0004912706,0.0000274851,0.002126108,0.4560522,0.0006785647,0.01997968,0.004029983,0.01747276,0.1655125],"study_design_scores_gemma":[0.00002555206,0.001019627,0.1738478,0.0001307632,0.00001860706,0.000515951,0.7661018,0.0004591291,0.00251601,0.0003397425,0.05495253,0.00007252585],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993892,0.0001729559,0.0001938448,0.001276086,0.0000208713,0.00003639256,0.00003404411,0.00002736825,0.004346568],"genre_scores_gemma":[0.9969898,0.0001561189,0.0001812892,0.0003696241,0.000007688333,0.00001339821,0.00001819256,0.000006788651,0.002257112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.892029,"threshold_uncertainty_score":0.214685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004219647843651017,"score_gpt":0.2440813997777707,"score_spread":0.2398617519341197,"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."}}