{"id":"W4391096921","doi":"10.1109/gem59776.2023.10390115","title":"Keynote Speakers","year":2023,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Hospital for Sick Children; University of Waterloo; University of Toronto","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001792709,0.0008554184,0.0007804757,0.001871534,0.002791099,0.005560356,0.001251028,0.003050563,0.6035684],"category_scores_gemma":[0.008844842,0.0002906118,0.0005183704,0.001010058,0.0004025035,0.00260027,0.003260031,0.00392032,0.3963234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00186326,"about_ca_system_score_gemma":0.001993361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001932865,"about_ca_topic_score_gemma":0.005235657,"domain_scores_codex":[0.9989082,0.0001596075,0.00004072801,0.0002113682,0.0004860154,0.0001941369],"domain_scores_gemma":[0.9948713,0.0008056189,0.0001607656,0.0001993469,0.002156204,0.00180672],"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":[0.00002599864,0.000007454087,0.00003002577,0.00002318767,8.579401e-7,0.00002102776,0.00002199682,0.000009203174,0.00008281648,0.001459426,0.9898641,0.008454104],"study_design_scores_gemma":[0.000008742452,0.000006299427,0.0001689227,0.00004006633,0.00000194551,0.00002063616,0.0001200862,0.00003095758,0.00005766916,0.001147438,0.9983935,0.000003850484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001166681,0.004159705,0.001863296,0.1002291,0.2689601,0.0003815886,0.004496905,0.0008520333,0.6178907],"genre_scores_gemma":[0.002992026,0.0008940678,0.000349432,0.01012992,0.01751078,0.0001383069,0.0008425516,0.00026487,0.9668779],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6035684,"threshold_uncertainty_score":0.5654616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06990217428437395,"score_gpt":0.208722740783832,"score_spread":0.138820566499458,"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."}}