{"id":"W4367173360","doi":"10.1080/00091383.2023.2195298","title":"Redesigning Laboratory Learning for Undergraduate Science Students: A Cross-Canadian Student Perspective","year":2023,"lang":"en","type":"article","venue":"Change The Magazine of Higher Learning","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Coronavirus disease 2019 (COVID-19); Medical education; Psychology; Stressor; Gender equity; Anxiety; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Sociology; Computer science; Clinical psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002541828,0.0002101045,0.0002654132,0.0005199877,0.001159698,0.000127355,0.000707724,0.0000753661,0.0002279082],"category_scores_gemma":[0.0002277194,0.0001774223,0.00008612239,0.001596895,0.0004374909,0.0001884083,0.0002245168,0.000499962,0.0005167292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008987149,"about_ca_system_score_gemma":0.0004175183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00634896,"about_ca_topic_score_gemma":0.001543706,"domain_scores_codex":[0.9974832,0.0002473697,0.0002909642,0.0005500538,0.0005425939,0.0008858376],"domain_scores_gemma":[0.9984567,0.0003818123,0.0002234272,0.0003269848,0.0003692784,0.0002417834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005559883,0.0004071182,0.7113781,0.0004478159,0.0004210342,0.0001534108,0.2104566,0.001489109,0.01370956,0.0431282,0.007092597,0.01076049],"study_design_scores_gemma":[0.001682866,0.0008145224,0.8525608,0.0001277278,0.00005409934,0.000003121796,0.02256111,0.0001697225,0.0001492246,0.0004747114,0.1210669,0.0003351994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783799,0.001650209,0.00008502458,0.005305462,0.00180066,0.001412125,0.00001742686,0.0003075183,0.01104169],"genre_scores_gemma":[0.9756339,0.0000665429,0.00003477607,0.000505915,0.0003858008,0.0002928501,0.00001146548,0.00005695561,0.02301178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1878955,"threshold_uncertainty_score":0.9597771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1037132085143829,"score_gpt":0.4704340651137403,"score_spread":0.3667208565993574,"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."}}