{"id":"W4389120873","doi":"10.21432/cjlt28270","title":"A Comparison Between Virtual and Conventional Microscopes in Health Science Education","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Microscope; Digital microscope; Virtual microscopy; Computer science; Usability; Multimedia; Human–computer interaction; Medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003801699,0.0000443631,0.0001490337,0.001376023,0.0001037483,0.00001198042,0.00008512851,0.00009394751,0.000005820962],"category_scores_gemma":[0.0001615765,0.00004608825,0.000006725093,0.000719564,0.0004569306,0.00004349839,0.00001166066,0.000470288,0.000002614211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006884809,"about_ca_system_score_gemma":0.0008845978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001264902,"about_ca_topic_score_gemma":0.0007010262,"domain_scores_codex":[0.9994837,0.000008016861,0.0001866958,0.00006669881,0.0000477828,0.0002071084],"domain_scores_gemma":[0.9996926,0.0000200314,0.00004766875,0.00002963911,0.00003205917,0.0001779818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[6.262367e-7,0.000002910917,0.683677,0.00002403522,0.000007263877,0.00001220417,0.0001709223,0.00005111977,0.0001985566,0.00912282,0.0004681354,0.3062645],"study_design_scores_gemma":[0.001097686,0.0008872342,0.1880353,0.0007569888,0.00001420383,0.0006018624,0.01557169,0.00383584,0.001744419,0.009228813,0.7778967,0.000329263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932699,0.003577301,0.0001390197,0.002712136,0.0001321057,0.00002610193,6.792545e-7,0.00005052234,0.00009221725],"genre_scores_gemma":[0.9993105,0.0003830242,0.0002218467,0.00001050791,0.00001896144,8.319834e-7,0.000001133468,0.000004450749,0.00004876693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7774286,"threshold_uncertainty_score":0.2043193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136254716336479,"score_gpt":0.2979157423179921,"score_spread":0.2865531951546273,"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."}}