{"id":"W4368372700","doi":"10.1093/biosci/biad028","title":"A response to Fagundes and Coyne's “Strategies for promoting effective and inclusive biology education”","year":2023,"lang":"en","type":"article","venue":"BioScience","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Library science; Art history; Media studies; Sociology; Environmental ethics; History; Philosophy; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02527953,0.002831034,0.002163014,0.001683554,0.01745637,0.01423914,0.00804684,0.1055968,0.008031224],"category_scores_gemma":[0.08167398,0.001857062,0.002628796,0.001969073,0.02532841,0.02327723,0.01668715,0.1291665,0.005424717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376258,"about_ca_system_score_gemma":0.02020918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01926707,"about_ca_topic_score_gemma":0.0283008,"domain_scores_codex":[0.9629004,0.01585906,0.002670076,0.005525357,0.009573405,0.003471734],"domain_scores_gemma":[0.8996374,0.05667926,0.007394867,0.002939996,0.02046842,0.01288003],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000271879,0.00003699042,0.0001173761,0.0001078182,0.00001026411,0.0001335638,0.004959602,0.00007230476,0.0001929939,0.01825204,0.9721138,0.003975994],"study_design_scores_gemma":[0.00003781676,0.00004879252,0.0004515728,0.0006371724,0.00001863179,0.0003170054,0.008321164,0.0002479801,0.0005444209,0.01831267,0.9709329,0.000129859],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002277762,0.001284598,0.0003719112,0.9822832,0.0149749,0.000009609913,0.0000178828,0.00002993189,0.0008002208],"genre_scores_gemma":[0.003089851,0.000536921,0.0006448723,0.987099,0.005162736,0.00006643939,0.00001002427,0.00005247854,0.003337665],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9747205,"threshold_uncertainty_score":0.1336925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665770912058836,"score_gpt":0.3280395836821364,"score_spread":0.301381874561548,"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."}}