{"id":"W4396665305","doi":"10.5206/cjsotlrcacea.2024.1.15193","title":"The Effects of Virtual Lab Delivery on Motivation, Learning, and Academic Success","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Durham College","funders":"","keywords":"Humanities; Psychology; Sociology; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002435853,0.000260242,0.0002928198,0.0004792029,0.0003772142,0.0007912747,0.0004381383,0.0002664113,0.004261918],"category_scores_gemma":[0.011496,0.0001545266,0.0004230542,0.0002633709,0.0002491769,0.0003249946,0.0006681834,0.0006171289,0.0003404125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005026739,"about_ca_system_score_gemma":0.0006247715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001333645,"about_ca_topic_score_gemma":0.001434463,"domain_scores_codex":[0.9979008,0.001215928,0.00008454482,0.0001101033,0.0004152198,0.0002734054],"domain_scores_gemma":[0.9888416,0.005423631,0.001569766,0.0003016701,0.0004718257,0.003391468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02163111,0.07516519,0.4548918,0.0004613023,0.0006925463,0.000355295,0.002413388,0.001243927,0.009201796,0.0005312072,0.002050189,0.4313623],"study_design_scores_gemma":[0.0003704611,0.04348242,0.9508779,0.00006692647,0.0001404509,0.00009746672,0.0007252744,0.001020772,0.001668168,0.00014473,0.001376473,0.00002892076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983283,0.0001574897,0.00007885752,0.00007370939,0.00001323485,0.00005574547,0.00002909493,0.000008964625,0.001254686],"genre_scores_gemma":[0.9985635,0.0001125834,0.0002293608,0.00004031775,0.00001833831,0.00008009629,0.00004134237,0.000003807957,0.0009107773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004261918,"threshold_uncertainty_score":0.01425749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583838768842059,"score_gpt":0.3388832936694861,"score_spread":0.3130449059810655,"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."}}