{"id":"W4320724053","doi":"10.26685/urncst.464","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01294588,0.00008214997,0.0002044735,0.001271565,0.001311415,0.0001478531,0.0006323448,0.0001963835,0.0000311958],"category_scores_gemma":[0.004349832,0.00006551192,0.00003927659,0.004985165,0.0125858,0.0004895848,0.0004575425,0.001216955,0.00002827424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001690764,"about_ca_system_score_gemma":0.001529018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002551423,"about_ca_topic_score_gemma":0.001177347,"domain_scores_codex":[0.9966215,0.0002199494,0.0003518772,0.0003348093,0.001799718,0.0006721715],"domain_scores_gemma":[0.9974388,0.0006880088,0.00009553083,0.00007744849,0.001437567,0.0002626251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00013941,0.0002187382,0.4322926,0.00003427259,0.0000563773,0.0002552357,0.001978236,0.000001997101,0.001271424,0.3548721,0.02688937,0.1819902],"study_design_scores_gemma":[0.001648323,0.0003348326,0.1124827,0.0001915232,0.000009717683,0.00006085845,0.03805597,0.000841875,0.0001908945,0.8291773,0.01668763,0.0003183338],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.848116,0.0003289603,0.000002842235,0.1440299,0.0003324648,0.0001347229,0.000002524659,0.00003680198,0.007015815],"genre_scores_gemma":[0.9909611,0.007333382,0.0001181164,0.00005783061,0.00006876026,0.000001802285,8.488451e-7,0.000002101069,0.001456085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4743052,"threshold_uncertainty_score":0.9999887,"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."}}