{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08531387,0.001560721,0.002269414,0.003686742,0.001970703,0.004198237,0.003182187,0.00663572,0.00671057],"category_scores_gemma":[0.1655644,0.0006608826,0.002059487,0.003773817,0.002837036,0.004059652,0.004249054,0.003020678,0.001414428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004117677,"about_ca_system_score_gemma":0.009843023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002771921,"about_ca_topic_score_gemma":0.006744987,"domain_scores_codex":[0.9226191,0.05794691,0.00852488,0.001142862,0.008795643,0.0009706432],"domain_scores_gemma":[0.862876,0.1095011,0.005228094,0.004740717,0.01621688,0.001437215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003816749,0.007253774,0.001240332,0.2960579,0.001229474,0.00162243,0.009421433,0.00157688,0.002246296,0.02184512,0.02306502,0.6306247],"study_design_scores_gemma":[0.003970851,0.0115184,0.004320592,0.675566,0.003630548,0.001974743,0.01385187,0.0009614432,0.006395794,0.01591246,0.2616325,0.0002647804],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08951048,0.6539431,0.03022227,0.03668149,0.008803051,0.07977276,0.001856138,0.0003857875,0.09882493],"genre_scores_gemma":[0.2748238,0.5694198,0.09451891,0.01287233,0.001032452,0.03803677,0.000944539,0.0001525387,0.008198827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08531387,"threshold_uncertainty_score":0.4511883,"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."}}