{"id":"W6893043794","doi":"10.5281/zenodo.14260913","title":"ENGINEERING OUTREACH: EXAMPLES, EVALUATION AND EVIDENCING","year":2024,"lang":"en","type":"article","venue":"Multilingual Matters (Channel View Publications)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bentley (Canada)","funders":"","keywords":"Outreach; Documentation; Engineering education; Investment (military); Best practice","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":[],"consensus_categories":[],"category_scores_codex":[0.0006121471,0.0002232012,0.0001681369,0.0004476661,0.00006284999,0.000288953,0.000144143,0.00008473231,0.0002109778],"category_scores_gemma":[0.0001851797,0.0002415297,0.00005006729,0.00043184,0.00001939115,0.0003973861,0.00002910535,0.0002256768,0.000163357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187857,"about_ca_system_score_gemma":0.00005992768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003259084,"about_ca_topic_score_gemma":0.00001284334,"domain_scores_codex":[0.9988295,0.00002769662,0.0003194319,0.0003239773,0.0002196678,0.0002796933],"domain_scores_gemma":[0.9992267,0.0002056733,0.0000189248,0.0003001212,0.0001071886,0.0001413488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000005883339,0.0001276551,0.0005176314,0.006375353,0.000529658,0.000009124998,0.02102503,0.3862857,0.02392769,0.007926419,0.06578916,0.4874807],"study_design_scores_gemma":[0.0001195941,0.000006097323,0.001401776,0.0002430216,0.00004942819,0.00003115899,0.0001947117,0.8041443,0.0005978062,0.00005618407,0.1928666,0.0002893487],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6108298,0.1339122,0.1834126,0.02635995,0.01604418,0.004272724,0.0001829411,0.01813989,0.006845816],"genre_scores_gemma":[0.996128,0.0004368885,0.001971374,0.0002630797,0.0003465021,0.0003081129,0.0001091771,0.00009516728,0.0003416461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4871914,"threshold_uncertainty_score":0.9849297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05421575755490445,"score_gpt":0.3215461496341725,"score_spread":0.2673303920792681,"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."}}