{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01036003,0.0005426002,0.0005191836,0.001705267,0.001197841,0.0008708861,0.002273827,0.0007251546,0.00004380596],"category_scores_gemma":[0.004493377,0.0004970595,0.0002322499,0.003516586,0.005259508,0.00007607129,0.002589063,0.0021636,0.002271004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002509658,"about_ca_system_score_gemma":0.00175004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746842,"about_ca_topic_score_gemma":0.0000907201,"domain_scores_codex":[0.9886368,0.0004651757,0.0009281957,0.001525829,0.004780473,0.003663546],"domain_scores_gemma":[0.9926177,0.0003439047,0.0001511144,0.0008649519,0.004801687,0.001220604],"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":[0.0007756462,0.0005662672,0.005556282,0.001570458,0.0004794726,0.0001084421,0.004891102,0.00002301842,0.3066802,0.05538472,0.5938082,0.03015616],"study_design_scores_gemma":[0.003986382,0.004996656,0.004318242,0.0007874933,0.00004224194,0.00008124067,0.03313245,0.005847478,0.1420058,0.204801,0.597699,0.002302038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7732401,0.0003862171,0.001574146,0.1798799,0.0009933175,0.003547142,0.00007566829,0.0005829696,0.03972056],"genre_scores_gemma":[0.9681328,0.008498348,0.0004984741,0.0001847689,0.001027955,0.000355904,0.0002623819,0.0001162255,0.02092312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1948927,"threshold_uncertainty_score":0.9997481,"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."}}