{"id":"W1782858305","doi":"10.24908/pceea.v0i0.4836","title":"AVALON RARE METALS’ UNIVERSITY OUTREACH INITIATIVE","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Avalon Rare Metals (Canada)","funders":"","keywords":"Outreach; Rare earth; Sustainability; Economic shortage; Engineering; Political science; Engineering management; Library science; Engineering ethics; Earth science; Computer science; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448176,0.0001382658,0.0001408362,0.0002798353,0.0001416057,0.00009889084,0.0002188594,0.0001388258,0.0001988243],"category_scores_gemma":[0.0003522606,0.0001450309,0.00007259529,0.0005363052,0.00001235063,0.000663971,0.00001146003,0.0002150219,0.00007801642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001530551,"about_ca_system_score_gemma":0.0002961183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002927487,"about_ca_topic_score_gemma":0.002994414,"domain_scores_codex":[0.9992302,0.000005595602,0.0001978011,0.0001268781,0.000214285,0.0002252392],"domain_scores_gemma":[0.9988811,0.00004243386,0.0001480369,0.00007190694,0.0006769429,0.000179574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004426599,0.0001500514,0.05828857,0.0009112902,0.0006105782,3.127534e-7,0.006814436,0.01568256,0.01916093,0.02886429,0.8662256,0.003286937],"study_design_scores_gemma":[0.0005804463,0.00002823717,0.3226109,0.0002237757,0.0001721264,0.000009824969,0.004302858,0.02922209,0.02166095,0.0008255013,0.6193629,0.001000463],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6964245,0.0004470053,0.0002950788,0.009493881,0.004603973,0.001464962,0.0001008091,0.0009843694,0.2861855],"genre_scores_gemma":[0.9901454,0.00002612953,0.0004231502,0.0001575159,0.00008717346,0.00002108473,0.00001262976,0.00002699455,0.009099868],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.293721,"threshold_uncertainty_score":0.591419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006879356660280715,"score_gpt":0.1761400180888532,"score_spread":0.1692606614285725,"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."}}