{"id":"W3129484263","doi":"10.26685/urncst.242","title":"WISE National Conference 2021: Connections - Together from Afar","year":2021,"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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Advanced Micro Devices","keywords":"Champion; Passions; Competitor analysis; Political science; Public relations; Competition (biology); Engineering ethics; Engineering; Management; 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":[0.006556887,0.00009228528,0.0001969362,0.0004957537,0.002279248,0.0004516528,0.0004628405,0.0002343531,0.000244204],"category_scores_gemma":[0.005125257,0.00007624781,0.00004251827,0.002636921,0.005378944,0.0005522602,0.0004815215,0.001627331,0.00003140428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026541,"about_ca_system_score_gemma":0.002726736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005671617,"about_ca_topic_score_gemma":0.00475541,"domain_scores_codex":[0.9968251,0.0003738357,0.0003108585,0.000455782,0.001435555,0.0005988479],"domain_scores_gemma":[0.9965116,0.0008957797,0.00007489059,0.00009929109,0.002090604,0.0003278745],"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":[0.00009105154,0.0003841336,0.4232856,0.000006331908,0.00009072368,0.0005277543,0.001081886,8.57649e-7,0.001544516,0.3976059,0.01094879,0.1644325],"study_design_scores_gemma":[0.001190335,0.0001010064,0.03895221,0.00009404129,0.00001069555,0.00007493273,0.01248126,0.0002753564,0.0002040024,0.8991741,0.04719901,0.0002430331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.786328,0.001240249,0.00001938043,0.1995242,0.0005726927,0.0001104691,0.000006302083,0.00002560437,0.01217311],"genre_scores_gemma":[0.9892173,0.008585857,0.0004609491,0.0001763574,0.000179759,0.000002165609,0.000001920809,0.000002500648,0.001373122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5015682,"threshold_uncertainty_score":0.9990196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1272602106925473,"score_gpt":0.4370412167185301,"score_spread":0.3097810060259828,"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."}}