{"id":"W1989138227","doi":"10.1371/journal.pbio.0050306","title":"Improving Science Education for Sustainable Development","year":2007,"lang":"en","type":"article","venue":"PLoS Biology","topic":"Primate Behavior and Ecology","field":"Psychology","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Reductionism; Engineering ethics; Science education; Environmental education; Sustainable development; Science, technology, society and environment education; Ethology; Epistemology; Sociology; Environmental ethics; Biology; Ecology; Engineering; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008562921,0.00008437488,0.0001177874,0.0002452195,0.0002643924,0.00001268344,0.0002554301,0.000124734,0.0002640515],"category_scores_gemma":[0.0001713673,0.00007913489,0.00002067738,0.000193385,0.0001903889,0.00007212453,0.00008691946,0.00006990297,0.0001336182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229727,"about_ca_system_score_gemma":0.0007037956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008195267,"about_ca_topic_score_gemma":0.00003312021,"domain_scores_codex":[0.9986679,0.00001550779,0.0002052175,0.0003342521,0.00003804516,0.0007390688],"domain_scores_gemma":[0.9993524,0.00008517894,0.00007371608,0.0001962327,0.0002113781,0.00008107707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001898849,0.00116448,0.07705036,0.00006621979,0.00003141893,0.00001135645,0.002639422,1.085278e-7,0.2813078,0.3576874,0.001441753,0.2784097],"study_design_scores_gemma":[0.001730763,0.001011486,0.6043538,0.00001023169,0.00007345595,0.00007680683,0.01416334,0.00002043338,0.1965658,0.008316005,0.1728533,0.0008245147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625666,0.000106555,0.004433221,0.00007160849,0.0008619426,0.0004220717,0.000001037512,0.00006311048,0.03147387],"genre_scores_gemma":[0.9906002,5.998477e-7,0.004852496,0.0003277744,0.0001147446,0.0001521555,0.000019545,0.00001017886,0.003922327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5273035,"threshold_uncertainty_score":0.3227027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03337678881460492,"score_gpt":0.358446873313063,"score_spread":0.3250700844984581,"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."}}