{"id":"W7034227661","doi":"","title":"Students’ Beliefs, Worries, and Perceived Impacts Regarding the COVID-19 Pandemic","year":2021,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Risk perception; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001966066,0.0006021305,0.0006003389,0.0002402953,0.0001800589,0.0005446573,0.001385598,0.0007358743,0.3530436],"category_scores_gemma":[0.00140357,0.0005718856,0.000186416,0.0002779284,0.0002607953,0.0002244754,0.0008954158,0.00120898,0.09871337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005722044,"about_ca_system_score_gemma":0.0002089153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002258942,"about_ca_topic_score_gemma":0.0002580951,"domain_scores_codex":[0.9965715,0.0002838968,0.0006261031,0.001303437,0.0006509394,0.0005640581],"domain_scores_gemma":[0.9959919,0.0004541809,0.0001830219,0.00282092,0.00005116877,0.0004987338],"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":[0.0000247143,0.00009285345,0.05701161,0.001544546,0.001109974,0.00006271317,0.004059105,0.004016929,0.0003684189,0.0004184562,0.9251446,0.00614614],"study_design_scores_gemma":[0.0006897521,5.264701e-7,0.005613612,0.0005743835,0.00009216955,0.0001965209,0.0005951319,0.00009714349,0.00005932322,0.0002790157,0.9911616,0.0006407768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004029452,0.00007606486,0.0009780619,0.0001444423,0.0006302623,0.001016635,0.00009368407,0.000940016,0.9920914],"genre_scores_gemma":[0.03141251,0.002751632,0.000230294,0.0003951443,0.0002582173,0.0002689266,0.0001215279,0.0005190096,0.9640427],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2543302,"threshold_uncertainty_score":0.9996732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02933024896295042,"score_gpt":0.2797094893234044,"score_spread":0.250379240360454,"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."}}