{"id":"W4392858272","doi":"10.26685/urncst.586","title":"WISE National Conference 2024: Endless Exploration","year":2024,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Amazon Robotics; Accenture","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005081136,0.0009114562,0.0006983791,0.001239726,0.00667339,0.01818658,0.002041816,0.006025338,0.1337934],"category_scores_gemma":[0.01275406,0.0006571371,0.0007779162,0.001095426,0.002421259,0.007970673,0.008081146,0.007275668,0.06405407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007236672,"about_ca_system_score_gemma":0.01394731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009597859,"about_ca_topic_score_gemma":0.02920198,"domain_scores_codex":[0.9948568,0.0008955016,0.0001053394,0.0003578225,0.002851291,0.0009332316],"domain_scores_gemma":[0.9921052,0.0007668576,0.0001686157,0.0004303081,0.002171016,0.004357894],"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":[0.00001411596,0.00001379278,0.00005057608,0.00003691583,0.000001580249,0.00003068935,0.0001787721,0.00002793777,0.00008407169,0.009360079,0.977395,0.01280651],"study_design_scores_gemma":[0.000001387133,0.000005836301,0.0000767208,0.00004699703,4.797124e-7,0.00001291866,0.0002891704,0.00001569128,0.0000282078,0.0005106705,0.999009,0.000002836347],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004389399,0.0145718,0.00258233,0.2337245,0.1483384,0.0003126799,0.001826958,0.0007425047,0.5935115],"genre_scores_gemma":[0.01445787,0.004303824,0.002468911,0.03352386,0.009115653,0.0004320744,0.001468198,0.0008894037,0.9333402],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1337934,"threshold_uncertainty_score":0.4475836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1859644454572387,"score_gpt":0.4670692164521835,"score_spread":0.2811047709949448,"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."}}