{"id":"W4413501276","doi":"10.64628/aam.4hsxqhqkv","title":"To solve society’s challenges, universities must engage with alternative ways of knowing","year":2022,"lang":"en","type":"article","venue":"","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Engineering ethics; Political science; Sociology; Public relations; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02914605,0.0009770896,0.001796206,0.002909936,0.01429232,0.04371071,0.002785581,0.01060336,0.006830337],"category_scores_gemma":[0.0267242,0.0007996255,0.001258218,0.002241472,0.06235882,0.04361587,0.02473607,0.01052263,0.001587041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006707417,"about_ca_system_score_gemma":0.02204358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949996,"about_ca_topic_score_gemma":0.003913472,"domain_scores_codex":[0.9694681,0.01983758,0.001036615,0.002024808,0.004482392,0.00315045],"domain_scores_gemma":[0.9612431,0.01721428,0.003982167,0.007266233,0.003711057,0.006583145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001494815,0.00007686934,0.001279659,0.000121849,0.00003807021,0.0001027259,0.01685966,0.0004824833,0.0002481704,0.9589766,0.003583606,0.01821543],"study_design_scores_gemma":[0.00001749188,0.00004731701,0.0004259486,0.0002673527,0.00001175454,0.0001392908,0.02156792,0.0005857836,0.0001895457,0.8967752,0.07992477,0.00004768954],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.09137536,0.01124037,0.1295205,0.3717896,0.00266126,0.0003003207,0.00006949698,0.0002486816,0.3927944],"genre_scores_gemma":[0.9361084,0.00338705,0.03119523,0.01161177,0.000734428,0.0002441254,0.0000350033,0.00006703188,0.01661693],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9857077,"threshold_uncertainty_score":0.1541409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05782138457970987,"score_gpt":0.2896685801837184,"score_spread":0.2318471956040085,"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."}}