{"id":"W4285141572","doi":"10.37590/able.v42.art44","title":"Using Synchronous Labs to Build Online Peer Learning Communities and Maintain a MeaningfulLaboratory Experience","year":2022,"lang":"en","type":"article","venue":"Advances in Biology Laboratory Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Online learning; Computer science; Data science; Human–computer interaction; Multimedia","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":[0.01225461,0.0009419413,0.0004277064,0.001775203,0.005108293,0.007461437,0.003807759,0.001481725,0.02013712],"category_scores_gemma":[0.0301966,0.0005763282,0.0007046353,0.0008507217,0.002813568,0.01128697,0.01318326,0.002534084,0.007525677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107546,"about_ca_system_score_gemma":0.002932971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004918768,"about_ca_topic_score_gemma":0.00110927,"domain_scores_codex":[0.9886971,0.007302597,0.0003370614,0.00134809,0.001455902,0.0008592622],"domain_scores_gemma":[0.9663326,0.01187632,0.002303575,0.005827649,0.003462542,0.01019724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007913893,0.004031703,0.02064169,0.001394707,0.0001782619,0.003668558,0.124426,0.006067674,0.03016895,0.04199865,0.07713958,0.689493],"study_design_scores_gemma":[0.0009120543,0.004688198,0.01147561,0.001344134,0.0002010261,0.004223872,0.07989873,0.02431158,0.02335202,0.1020164,0.7468853,0.0006909644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2969766,0.0007308493,0.5778185,0.00957794,0.00208779,0.00327023,0.0003445184,0.00866027,0.1005332],"genre_scores_gemma":[0.6822964,0.0004171346,0.2826402,0.001502438,0.0009592102,0.002672183,0.0003226114,0.001064035,0.02812589],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02013712,"threshold_uncertainty_score":0.06736541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00950323538971702,"score_gpt":0.3050047592219487,"score_spread":0.2955015238322317,"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."}}