{"id":"W2154434340","doi":"10.1080/00219266.2008.9656142","title":"Authentic science for all and the search for the ideal biology curriculum: a personal perspective","year":2008,"lang":"en","type":"article","venue":"Journal of Biological Education","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Perspective (graphical); Ideal (ethics); Curriculum; Science education; Mathematics education; Sociology; Engineering ethics; Pedagogy; Psychology; Computer science; Epistemology; Engineering; Philosophy; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074773,0.00005898579,0.00009924465,0.00005880478,0.00016826,0.00001736309,0.0001544528,0.00004869474,0.000006537969],"category_scores_gemma":[0.0003942877,0.00002550939,0.00006351416,0.0001348778,0.0005664037,0.0000506583,0.00001091544,0.0001327582,6.693545e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008237519,"about_ca_system_score_gemma":0.0001629224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001878384,"about_ca_topic_score_gemma":3.526457e-7,"domain_scores_codex":[0.9995363,0.00001757771,0.0001472026,0.00007629344,0.00007766227,0.0001449242],"domain_scores_gemma":[0.9992273,0.0003917866,0.00003905569,0.00004556953,0.0002343757,0.00006190815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001270137,0.001929463,0.01292887,0.0006813929,0.001082356,0.000001820882,0.1123049,0.001676855,0.07221627,0.4334886,0.06517918,0.2972402],"study_design_scores_gemma":[0.008234297,0.003566887,0.3313591,0.0002505823,0.0004403003,0.002262847,0.05643954,0.3954097,0.003620683,0.08595188,0.1113273,0.001136962],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9610176,0.004727991,0.02376882,0.008427043,0.001670343,0.000314166,0.000003903799,0.00001512672,0.00005498015],"genre_scores_gemma":[0.9974539,0.0005699072,0.001235509,0.0001188497,0.0005617279,0.00003965584,0.000001775934,0.00000352824,0.00001519235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3937328,"threshold_uncertainty_score":0.2086938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03245594463841398,"score_gpt":0.3186117160627638,"score_spread":0.2861557714243498,"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."}}