{"id":"W4255368586","doi":"10.17975/sfj-2020-008","title":"Undergraduate Engineering Research Day 2020","year":2020,"lang":"en","type":"article","venue":"STEM Fellowship Journal","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto","funders":"","keywords":"Undergraduate research; Engineering research; Engineering management; Engineering; Engineering ethics; Engineering education; Medical education; Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002663131,0.001408393,0.0006480023,0.001315852,0.003796038,0.005967432,0.001562031,0.002957766,0.4373847],"category_scores_gemma":[0.002785764,0.000441205,0.0006866312,0.0007246662,0.0007847265,0.001232493,0.005860294,0.002274533,0.3008232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003250669,"about_ca_system_score_gemma":0.01212658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418678,"about_ca_topic_score_gemma":0.06735627,"domain_scores_codex":[0.9976671,0.0001817553,0.00006238955,0.0001813173,0.001070784,0.0008367315],"domain_scores_gemma":[0.9883717,0.0001006117,0.0001248829,0.0002754758,0.001619024,0.009508289],"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":[0.00005933999,0.00008640737,0.0002521227,0.0000410461,0.000001581279,0.00005550249,0.00003859022,0.0000272701,0.0004332437,0.0008419777,0.9797816,0.01838134],"study_design_scores_gemma":[0.00001356975,0.00007248924,0.001721492,0.00002986004,8.118525e-7,0.00002985004,0.0001157128,0.00004480779,0.0001438554,0.0002399753,0.9975822,0.00000533807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01133189,0.004407605,0.001642385,0.05159604,0.0476184,0.0007082375,0.01072786,0.003170521,0.8687971],"genre_scores_gemma":[0.01070937,0.001134985,0.0006272921,0.003805791,0.003426058,0.0002003859,0.005882866,0.0003082279,0.973905],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4373847,"threshold_uncertainty_score":0.8025025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1332055891898753,"score_gpt":0.3817618643865567,"score_spread":0.2485562751966814,"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."}}