{"id":"W3001299569","doi":"10.24908/pceea.vi0.13836","title":"COMMUNITY FINDING AS LEARNING: IMPACTS OF A NOVEL MODEL FOR COMMUNITY ENGAGED, PROJECT BASED LEARNING IN ENGINEERING","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Preference; Community engagement; Stakeholder; Investment (military); Community design; Stakeholder engagement; Psychology; Pedagogy; Knowledge management; Public relations; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002630074,0.0002403545,0.0003206315,0.0006952999,0.0002830618,0.00005450232,0.0004220413,0.0002772698,0.000006574996],"category_scores_gemma":[0.005001938,0.0002626705,0.0001245944,0.000857681,0.00001476943,0.0002373553,0.00003220085,0.002531952,0.000002134705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002044693,"about_ca_system_score_gemma":0.0006967941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00918163,"about_ca_topic_score_gemma":0.001875908,"domain_scores_codex":[0.9986389,0.00004339304,0.0004517018,0.0001309747,0.0002832669,0.0004517231],"domain_scores_gemma":[0.9986382,0.0004868454,0.0002290873,0.0001604765,0.0003212644,0.0001641854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006714918,0.000156737,0.03030239,0.004205199,0.00007337968,1.296648e-8,0.008625637,0.911835,0.04263132,0.0005961246,0.001332566,0.0002349122],"study_design_scores_gemma":[0.000536543,0.00004895297,0.02729992,0.0007036104,0.00002826766,0.000001320567,0.001216136,0.9636529,0.004335097,0.00002137502,0.001857158,0.0002987188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964342,0.00004776808,0.001008907,0.0003122014,0.0007398914,0.0006557597,0.00002237223,0.0002028186,0.0005760937],"genre_scores_gemma":[0.9965619,0.000006499458,0.002639841,0.00003560905,0.00005440357,0.0001155445,0.00004169665,0.00007618067,0.0004683043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0518179,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139212691492698,"score_gpt":0.2384694976553463,"score_spread":0.2170773707404193,"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."}}