{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002524032,0.0001602809,0.0003224076,0.001163531,0.0009536362,0.003123178,0.0004911904,0.0008169385,0.01983134],"category_scores_gemma":[0.01325757,0.000117666,0.0007134771,0.001535238,0.001398662,0.002742205,0.002644638,0.00171132,0.0008568154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001822517,"about_ca_system_score_gemma":0.002330977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009225892,"about_ca_topic_score_gemma":0.01531361,"domain_scores_codex":[0.9980555,0.001119139,0.0001071131,0.0001529739,0.00030658,0.0002588069],"domain_scores_gemma":[0.9896778,0.007183868,0.001347834,0.000187172,0.0005707598,0.001032544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003073435,0.0008186586,0.09952975,0.01330756,0.0004454796,0.0003887065,0.01255086,0.0003202823,0.0003808107,0.02753809,0.03501094,0.8094016],"study_design_scores_gemma":[0.0001541777,0.0008927463,0.5329363,0.05650556,0.0008276313,0.001580643,0.04127724,0.0004614095,0.0008728825,0.0341321,0.3302198,0.0001394724],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2782426,0.5023161,0.001226737,0.1015766,0.002138143,0.0001624079,0.001017401,0.00006597972,0.1132541],"genre_scores_gemma":[0.6949661,0.2824716,0.00122996,0.01129234,0.002010229,0.00016066,0.0003611208,0.00002222544,0.007485867],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01983134,"threshold_uncertainty_score":0.06634241,"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."}}