{"id":"W4362450496","doi":"10.24908/iqurcp16460","title":"Principal's Undergraduate Research Leaders (PURLs)","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Principal (computer security); Undergraduate research; Join (topology); Advice (programming); Political science; Public relations; Medical education; Psychology; Sociology; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.008587869,0.0006546142,0.0005524289,0.0009327533,0.004448812,0.004258346,0.001175621,0.001967278,0.2327737],"category_scores_gemma":[0.01458607,0.001014702,0.0003593235,0.0006684542,0.000826536,0.001585588,0.005167883,0.00508103,0.1457897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001671698,"about_ca_system_score_gemma":0.01158417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505954,"about_ca_topic_score_gemma":0.005612304,"domain_scores_codex":[0.9952114,0.001460823,0.000225279,0.0005690796,0.001591224,0.0009422178],"domain_scores_gemma":[0.952293,0.001397145,0.001104842,0.001389798,0.009564965,0.03425036],"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":[0.0001137509,0.0001635061,0.001006414,0.0001644809,0.000002022274,0.00008206101,0.0008698853,0.00002451017,0.0007855177,0.001439227,0.9234141,0.07193449],"study_design_scores_gemma":[0.0000196936,0.0001230506,0.001472681,0.0000816918,0.000002529991,0.00008929929,0.001571201,0.00006513411,0.0003080401,0.0004473971,0.9958106,0.000008640895],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04598306,0.008806907,0.01893117,0.2078981,0.05981864,0.008499365,0.005819076,0.007719142,0.6365246],"genre_scores_gemma":[0.03213757,0.002114607,0.007640655,0.02036005,0.00300435,0.00307532,0.001146296,0.0005909516,0.9299303],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2327737,"threshold_uncertainty_score":0.7787055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1717313873850666,"score_gpt":0.4185359354161797,"score_spread":0.2468045480311131,"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."}}