{"id":"W2885409276","doi":"10.24908/pceea.v0i0.10620","title":"STAKEHOLDER INVOLVEMENT IN TEACHING AND LEARNING","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Process (computing); Teaching and learning center; Knowledge management; Teaching method; Engineering ethics; Mathematics education; Pedagogy; Psychology; Sociology; Computer science; Political science; Engineering; Public relations","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":[0.002660955,0.00006647332,0.00007761892,0.0001968445,0.0009040325,0.0001206457,0.0002056221,0.00007692756,0.00002719365],"category_scores_gemma":[0.001943357,0.00007138254,0.00001957991,0.0002982882,0.0000275885,0.0001647271,0.00003081486,0.0005360454,0.000003571123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001526589,"about_ca_system_score_gemma":0.0003387294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1838005,"about_ca_topic_score_gemma":0.2108373,"domain_scores_codex":[0.9992164,0.00006942345,0.0001402238,0.00009892697,0.0002445697,0.0002305026],"domain_scores_gemma":[0.9993575,0.00009195191,0.0001465215,0.00004745293,0.0002471739,0.0001093668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002309839,0.00008462443,0.6635424,0.000122625,0.00005403666,4.11171e-8,0.2451297,0.0002463821,0.0006338818,0.06271418,0.007821046,0.01964874],"study_design_scores_gemma":[0.0001936348,0.00002826051,0.4202465,0.0002382785,0.00002029814,2.284542e-7,0.06381486,0.0006694493,0.0001517183,0.0003261086,0.5140898,0.000220816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563666,0.00004658496,0.000002255218,0.006507604,0.0004277658,0.0001628049,6.859565e-7,0.00004116882,0.03644451],"genre_scores_gemma":[0.9950777,0.00001314113,0.0004738187,0.000323485,0.0001645254,0.00001664577,0.000001366501,0.00001051357,0.003918806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5062688,"threshold_uncertainty_score":0.8216347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210222504380391,"score_gpt":0.2495822968075292,"score_spread":0.2285600463694901,"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."}}