{"id":"W4412870755","doi":"10.24908/pceea.2025.19694","title":"Work-in-Progress: Developing a First Nations Australian Engineering Threshold Learning Element Inventory & Framework","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Element (criminal law); Work (physics); Developing country; Engineering ethics; Engineering; Computer science; Engineering management; Economics; Political science; Mechanical engineering; Economic growth; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03102368,0.001048699,0.0005041612,0.008392151,0.004999133,0.01035939,0.003105329,0.002257743,0.003244386],"category_scores_gemma":[0.02868763,0.0008176784,0.001058049,0.005172386,0.008698436,0.01415307,0.01217079,0.003522302,0.001569601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01259927,"about_ca_system_score_gemma":0.03492138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0399161,"about_ca_topic_score_gemma":0.04688735,"domain_scores_codex":[0.9798918,0.01204557,0.002338936,0.0009572394,0.003284227,0.001482249],"domain_scores_gemma":[0.9700468,0.0108509,0.003138484,0.001842705,0.009713834,0.004407211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007836382,0.0005222608,0.07199014,0.001631431,0.00005584627,0.0009217356,0.1537425,0.005227097,0.001618791,0.5127236,0.01628528,0.235203],"study_design_scores_gemma":[0.00002842937,0.0003833948,0.05553388,0.004595184,0.00008711765,0.001028211,0.2327597,0.02277438,0.002579926,0.1761309,0.5038835,0.0002153156],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1826035,0.001958904,0.4828751,0.02576509,0.0007213893,0.005795777,0.001985515,0.0008440432,0.2974507],"genre_scores_gemma":[0.4265052,0.000863711,0.5516526,0.0009146066,0.00003393974,0.004426263,0.002010442,0.0001526588,0.01344062],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0399161,"threshold_uncertainty_score":0.1640708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006818835526461266,"score_gpt":0.2222362584030194,"score_spread":0.2154174228765582,"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."}}