{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002984585,0.0005047459,0.0002273024,0.001247115,0.004720679,0.003060542,0.00146142,0.001357148,0.06913361],"category_scores_gemma":[0.00256071,0.0002716794,0.0004152562,0.0007546461,0.0008201271,0.001516738,0.005988542,0.002100828,0.01097074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00363726,"about_ca_system_score_gemma":0.01862056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103968,"about_ca_topic_score_gemma":0.04616515,"domain_scores_codex":[0.997707,0.0003434627,0.00004219282,0.0002692293,0.0009382493,0.0006997077],"domain_scores_gemma":[0.9929138,0.0004405883,0.0001346295,0.0003362721,0.001410357,0.004764318],"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":[0.0005469071,0.002132367,0.008743544,0.0005017529,0.0000181188,0.001486404,0.007825906,0.0003403907,0.02080184,0.04142953,0.5026273,0.4135458],"study_design_scores_gemma":[0.00003720637,0.0002105719,0.004052855,0.00004601355,0.000003561721,0.0002788565,0.001625985,0.0001626422,0.002982082,0.001203718,0.989379,0.0000174336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1669835,0.002744725,0.008610462,0.03283411,0.002505434,0.001303274,0.001777496,0.003668325,0.7795727],"genre_scores_gemma":[0.2514187,0.00181573,0.02085532,0.005526237,0.0003604456,0.0004620676,0.002556848,0.000460282,0.7165444],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06913361,"threshold_uncertainty_score":0.231275,"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."}}