{"id":"W4283521858","doi":"10.24908/ijesjp.v9i1.15101","title":"Developing a progressive university/community connection: A shared conversation","year":2022,"lang":"en","type":"article","venue":"International Journal of Engineering Social Justice and Peace","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conversation; Value (mathematics); Work (physics); Pedagogy; Perception; Community engagement; Sociology; Public relations; Psychology; Political science; Computer science; Engineering; Communication","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001905008,0.00006977619,0.00008764896,0.0001600786,0.0001346416,0.00002814281,0.0001705863,0.00003209522,0.00004240295],"category_scores_gemma":[0.00005406655,0.00008310102,0.00003633502,0.0001448866,0.00001489875,0.0001565994,0.00004618189,0.0003863545,7.090792e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002979976,"about_ca_system_score_gemma":0.00004330449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000939547,"about_ca_topic_score_gemma":5.828925e-7,"domain_scores_codex":[0.9995015,0.00002785309,0.0001380366,0.00004058635,0.0002069401,0.00008510678],"domain_scores_gemma":[0.9996755,0.00007996068,0.0000563226,0.00002684444,0.000119196,0.00004213655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006266,0.0005436816,0.0005284855,0.003973587,0.003698568,0.0008045047,0.1249215,0.6637441,0.03258388,0.03496654,0.06751579,0.06609278],"study_design_scores_gemma":[0.005909789,0.0006099549,0.02712129,0.0006651503,0.0009913403,0.002406709,0.07145482,0.259895,0.002011663,0.0005424745,0.6266706,0.001721267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8898185,0.001565054,0.09424086,0.003993093,0.009566881,0.0001231698,0.00005788566,0.0002442441,0.0003902784],"genre_scores_gemma":[0.9979718,0.0001166685,0.001296978,0.00004904444,0.0005133134,0.000001732516,0.00001656448,0.00001112688,0.0000227532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5591548,"threshold_uncertainty_score":0.3388761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646022677244928,"score_gpt":0.2431349520145208,"score_spread":0.2266747252420716,"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."}}