{"id":"W3125440197","doi":"10.1525/abt.2021.83.1.5","title":"Leveraging Student Misconceptions to Improve Teaching of Biochemistry & Cell Biology","year":2021,"lang":"en","type":"article","venue":"The American Biology Teacher","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Leverage (statistics); Resource (disambiguation); Class (philosophy); Mathematics education; Teaching method; Lesson plan; Competition (biology); Computer science; Psychology; Biology; Ecology","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":[0.003109248,0.0001653732,0.000370312,0.00006930794,0.0005250376,0.00001992643,0.0006402147,0.00009145524,0.0001813265],"category_scores_gemma":[0.001280386,0.0001287463,0.0001035778,0.0004869145,0.001687845,0.00002811318,0.0002869738,0.0006382627,0.0000334278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647315,"about_ca_system_score_gemma":0.0002525875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008478,"about_ca_topic_score_gemma":0.0000956453,"domain_scores_codex":[0.9953758,0.003301085,0.0003165253,0.0004216132,0.0001158766,0.0004691031],"domain_scores_gemma":[0.9983506,0.0005713306,0.0003226756,0.000529693,0.0001441538,0.00008156762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001103166,0.0001414865,0.061678,0.000003300462,0.00006600076,7.732452e-7,0.03216269,0.00000488613,0.8697261,0.004960231,0.0006331934,0.03061237],"study_design_scores_gemma":[0.001134012,0.0005790751,0.06278089,0.00006512715,0.0002061615,0.000010598,0.242201,0.00001743676,0.1719079,0.009419916,0.5100589,0.001618912],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453874,0.0001254622,0.01231486,0.004514228,0.0002659859,0.0001503691,0.0000120602,0.00006938634,0.03716029],"genre_scores_gemma":[0.9681529,0.00001288982,0.02519904,0.001402302,0.0003495679,0.00002638967,0.00001460947,0.00001668556,0.004825642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6978181,"threshold_uncertainty_score":0.6218936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04932652500867782,"score_gpt":0.4302844785546608,"score_spread":0.3809579535459831,"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."}}