{"id":"W4390986788","doi":"10.1371/journal.pstr.0000091","title":"Transdisciplinary doctoral training to address global sustainability challenges","year":2024,"lang":"en","type":"article","venue":"PLOS Sustainability and Transformation","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Environmental Health Sciences","keywords":"Sustainability; Training (meteorology); Engineering ethics; Political science; Environmental resource management; Sociology; Engineering; Geography; Environmental science; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009496148,0.0003397144,0.0003260513,0.00006322013,0.0003531664,0.000180546,0.0002510688,0.0001825669,0.000380551],"category_scores_gemma":[0.0002519489,0.0003196708,0.000141982,0.0006604852,0.0004107994,0.00162158,0.0001204577,0.0002675368,0.00003222412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002722708,"about_ca_system_score_gemma":0.0001749644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002201197,"about_ca_topic_score_gemma":0.0005469162,"domain_scores_codex":[0.9972383,0.0001758248,0.0004848221,0.0007978497,0.0005270772,0.000776123],"domain_scores_gemma":[0.999005,0.0001467867,0.00003689088,0.0003699106,0.0001157078,0.0003256609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005661628,0.0006156124,0.004896912,0.007220274,0.00006441097,0.00008800271,0.6288368,0.003430397,0.00005102215,0.04018106,0.0001033762,0.313946],"study_design_scores_gemma":[0.0009646549,0.0009240306,0.1112231,0.0002085643,0.0001707825,0.00006803639,0.5441105,0.009109891,0.0002884022,0.3008434,0.03085065,0.001238032],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621748,0.001040642,0.0009349581,0.02724535,0.0001267679,0.001802491,0.00007726256,0.0003428396,0.006254896],"genre_scores_gemma":[0.9990714,0.0002291332,0.00008466986,0.0001215755,0.00006103147,0.0003171846,0.00001962505,0.00001915762,0.00007617554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.312708,"threshold_uncertainty_score":0.9999256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301783533566061,"score_gpt":0.2916277623443115,"score_spread":0.2486099270086509,"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."}}