{"id":"W3205206836","doi":"","title":"How Has Student Productivity Been Impacted by the Covid-19 Pandemic?","year":2021,"lang":"en","type":"article","venue":"Student Research Proceedings","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Productivity; Pandemic; Coronavirus disease 2019 (COVID-19); Creativity; Psychology; Public relations; Political science; Economic growth; Social psychology; Economics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004965165,0.0003550559,0.0007291576,0.001648635,0.002176154,0.006105876,0.001054453,0.001601624,0.00643348],"category_scores_gemma":[0.02558592,0.0003158666,0.0009814599,0.00296916,0.001975341,0.003385292,0.00338395,0.003525855,0.001377498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004564985,"about_ca_system_score_gemma":0.006218478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02621379,"about_ca_topic_score_gemma":0.02707085,"domain_scores_codex":[0.9944062,0.001594916,0.0004688222,0.0007092606,0.001102799,0.001717953],"domain_scores_gemma":[0.9853732,0.002163836,0.004437015,0.0004463613,0.002876846,0.004702721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003092594,0.0002906492,0.8712654,0.001083793,0.0002705165,0.0005480078,0.01547562,0.000449498,0.000220302,0.001938798,0.01566529,0.09248292],"study_design_scores_gemma":[0.00001816966,0.0004391963,0.9257817,0.001360947,0.0001150225,0.0003519281,0.04121483,0.0004441684,0.0002653647,0.001361298,0.02855095,0.00009652345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.901634,0.01224466,0.0006585271,0.06879129,0.00228184,0.00005978602,0.00261043,0.00005715343,0.01166228],"genre_scores_gemma":[0.990137,0.003988901,0.0001734846,0.003513195,0.0004726729,0.00003925634,0.0005898922,0.00002887977,0.001056777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02621379,"threshold_uncertainty_score":0.05212241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4204538129399636,"score_gpt":0.573334418369743,"score_spread":0.1528806054297794,"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."}}