{"id":"W4315491579","doi":"10.18357/otessac.2022.2.1.156","title":"Online or Remote Learning and Mental Health","year":2023,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Mental health; Session (web analytics); Psychology; Pandemic; Scholarship; Coronavirus disease 2019 (COVID-19); Relation (database); Applied psychology; Medical education; Medicine; Computer science; Political science; Psychiatry; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002556438,0.0001267619,0.0002213733,0.0001154539,0.0006872253,0.0001172348,0.0003090668,0.0002864034,0.000147343],"category_scores_gemma":[0.0003948135,0.0001056897,0.00002651657,0.0009121401,0.0001136058,0.0002057631,0.0002512353,0.0008874394,0.00004891129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006106114,"about_ca_system_score_gemma":0.001012515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007482006,"about_ca_topic_score_gemma":0.0009724319,"domain_scores_codex":[0.9984176,0.000386576,0.0003138251,0.0003633983,0.000151414,0.0003671774],"domain_scores_gemma":[0.9990111,0.0003472682,0.0002948213,0.0001870384,0.00008196812,0.00007781776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007464049,0.0003330494,0.5650578,0.00006800635,0.00006698591,8.462699e-7,0.02911324,6.664128e-7,0.0001581429,0.02829689,0.009863608,0.3669662],"study_design_scores_gemma":[0.001915122,0.0003052103,0.6832097,0.0002060054,0.00001564396,0.00002265842,0.1431364,0.0003747837,0.00002872159,0.0225601,0.1479118,0.0003138489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324054,0.0009029544,0.00002146208,0.1648888,0.0005198091,0.0006355075,0.00001999343,0.0001319046,0.000474161],"genre_scores_gemma":[0.9716684,0.007170628,0.0004424392,0.004819705,0.00005055982,0.00006023229,0.0000984505,0.00001408891,0.01567553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3666523,"threshold_uncertainty_score":0.5285651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109798218954282,"score_gpt":0.4785636072378838,"score_spread":0.3687653882836018,"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."}}