{"id":"W4309264301","doi":"10.1371/journal.pbio.3001875","title":"Using animations to teach biological processes and principles","year":2022,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Terminology; Memorization; Focus (optics); Rote learning; Cognitive science; Mathematics education; Teaching method; Linguistics","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":[0.0006943591,0.001287418,0.0002542989,0.0007059046,0.0004822596,0.0009023788,0.0009439403,0.001132936,0.06767859],"category_scores_gemma":[0.003963392,0.0002064636,0.0004189981,0.0003500539,0.0007593069,0.00146512,0.001479239,0.002022428,0.007686891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005522667,"about_ca_system_score_gemma":0.0004870219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007554812,"about_ca_topic_score_gemma":0.001353773,"domain_scores_codex":[0.9997918,0.00008591988,0.000007951669,0.00002607316,0.00005543269,0.00003278267],"domain_scores_gemma":[0.9983582,0.001136531,0.00005531521,0.00009205307,0.0001501024,0.000207804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004907086,0.0007287802,0.001313076,0.002119073,0.00004073607,0.0008305091,0.003924726,0.01785888,0.06903792,0.1326983,0.3233807,0.4475767],"study_design_scores_gemma":[0.0003041477,0.0003678326,0.001974963,0.0006658407,0.00003013257,0.0005727772,0.0006623216,0.02936669,0.01937802,0.06357547,0.8830186,0.00008327037],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0439083,0.003501858,0.6372553,0.01255727,0.004569881,0.001461221,0.002935125,0.01831218,0.2754989],"genre_scores_gemma":[0.2422972,0.005754956,0.6019449,0.004568983,0.001217226,0.002540381,0.003800501,0.002567426,0.1353085],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06767859,"threshold_uncertainty_score":0.2264075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09949216613027563,"score_gpt":0.339330239943354,"score_spread":0.2398380738130784,"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."}}