{"id":"W4320724133","doi":"10.26685/urncst.463","title":"WISE National Conference 2023: Leaders of Tomorrow","year":2023,"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":"","keywords":"Champion; Competitor analysis; Passions; Political science; Competition (biology); Public relations; Engineering ethics; Management; Engineering; Law","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":[0.00130743,0.0008398403,0.0004252112,0.0006637043,0.007302872,0.007388505,0.00104458,0.00332782,0.1824826],"category_scores_gemma":[0.002053827,0.0005127975,0.000509306,0.0006799903,0.0007741459,0.002649692,0.003717093,0.003957369,0.07168441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004101037,"about_ca_system_score_gemma":0.006805575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01554324,"about_ca_topic_score_gemma":0.08042937,"domain_scores_codex":[0.9986425,0.0001297244,0.00002562677,0.0001597352,0.0006204665,0.0004219126],"domain_scores_gemma":[0.997492,0.00008069788,0.00005308765,0.00004675149,0.0004790874,0.001848515],"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":[0.000007288379,0.000008075151,0.0000703491,0.0000156733,5.665251e-7,0.00003200638,0.0002400648,0.000006932357,0.0001255445,0.001170464,0.9910925,0.00723063],"study_design_scores_gemma":[0.000001637381,0.00001048691,0.0002448188,0.00001794243,5.032987e-7,0.00002181863,0.0005308388,0.00001084058,0.00005274454,0.00008561186,0.99902,0.000002755958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007240244,0.009495649,0.001484438,0.1172901,0.122265,0.0005093681,0.001871241,0.001003335,0.7388406],"genre_scores_gemma":[0.007885621,0.001277828,0.0005967381,0.007660183,0.003179666,0.0001422691,0.0006406359,0.0002702495,0.9783468],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1824826,"threshold_uncertainty_score":0.6104652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209711725593437,"score_gpt":0.4713525433770621,"score_spread":0.2616408177836251,"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."}}