{"id":"W4396983525","doi":"10.69520/jipe.v4i1.118","title":"Pandemic as a Catalyst For More Inclusive Pedagogy in Field-Based Disciplines","year":2022,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fleming College","funders":"","keywords":"Pandemic; Field (mathematics); Coronavirus disease 2019 (COVID-19); Political science; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005787172,0.0003105785,0.0001896894,0.0005814168,0.007728368,0.006331405,0.001470626,0.002078268,0.00661049],"category_scores_gemma":[0.00441911,0.0003094616,0.0003412181,0.0005256244,0.01759537,0.004109791,0.01129888,0.003453107,0.000515544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01981374,"about_ca_system_score_gemma":0.03048133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06666414,"about_ca_topic_score_gemma":0.1629654,"domain_scores_codex":[0.9967201,0.001860623,0.00006146883,0.0002986203,0.0004537221,0.0006054543],"domain_scores_gemma":[0.997449,0.001078138,0.0001586149,0.0003234589,0.0002496414,0.0007410926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005631338,0.0003632396,0.0121717,0.0006439994,0.00001086773,0.001336116,0.5044878,0.001555856,0.006963341,0.3029931,0.01713398,0.1522837],"study_design_scores_gemma":[0.00006559175,0.0002319328,0.01089067,0.0006676522,0.00001151902,0.0009243801,0.2444506,0.001973761,0.002424426,0.08838441,0.6499245,0.00005062215],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4271185,0.001515743,0.06505398,0.06401228,0.0006849003,0.0009157021,0.00009364554,0.000379331,0.4402259],"genre_scores_gemma":[0.9487391,0.0006367907,0.02439545,0.003271413,0.00004366774,0.0002312752,0.00004407314,0.00005484625,0.0225833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06666414,"threshold_uncertainty_score":0.1437594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02918117793935256,"score_gpt":0.3702712629883266,"score_spread":0.341090085048974,"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."}}