{"id":"W6967846178","doi":"10.5281/zenodo.14260912","title":"ENGINEERING OUTREACH: EXAMPLES, EVALUATION AND EVIDENCING","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bentley (Canada)","funders":"","keywords":"Work (physics); Process (computing); Field (mathematics); Identification (biology); Key (lock)","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":[0.0878971,0.002390397,0.003027206,0.004868553,0.003319607,0.004762836,0.004027272,0.01036585,0.00988008],"category_scores_gemma":[0.1568542,0.0008418843,0.002284124,0.005626841,0.004899825,0.005243178,0.006045765,0.003181755,0.001846838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006123864,"about_ca_system_score_gemma":0.009975302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003523717,"about_ca_topic_score_gemma":0.008610157,"domain_scores_codex":[0.8857963,0.08729444,0.009667683,0.002536723,0.01313301,0.001571873],"domain_scores_gemma":[0.8461137,0.121603,0.006394107,0.008110019,0.01564838,0.002130854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01774611,0.02060676,0.004110552,0.1849573,0.002555907,0.001245103,0.01268936,0.002678239,0.00196033,0.03093522,0.01329859,0.7072165],"study_design_scores_gemma":[0.03554013,0.05670518,0.02308043,0.4684199,0.01538478,0.00364097,0.04406455,0.004124509,0.02252917,0.05942329,0.2661933,0.0008937775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3517163,0.3442743,0.05102538,0.03372125,0.006487042,0.08845645,0.003958342,0.0005311579,0.1198299],"genre_scores_gemma":[0.7068892,0.1672264,0.07869577,0.006792551,0.0006951151,0.03053229,0.001157021,0.0001777817,0.007833963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0878971,"threshold_uncertainty_score":0.4648498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06885026584545477,"score_gpt":0.2786136185761421,"score_spread":0.2097633527306874,"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."}}