{"id":"W4297518296","doi":"10.18357/otessaj.2022.1.1.36","title":"A Synthesis of Research on Mental Health and Remote Learning: How Pandemic Grief Haunts Claims of Causality","year":2022,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Mental health; Context (archaeology); Causality (physics); Causation; Psychology; Pandemic; Causal inference; Scholarship; Coronavirus disease 2019 (COVID-19); Medicine; Psychiatry; Political science; Geography; Disease","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08736848,0.001809808,0.005872199,0.02048921,0.002551864,0.01349028,0.003544192,0.006881206,0.008015902],"category_scores_gemma":[0.3089857,0.001720035,0.005957371,0.01718783,0.006517212,0.01400582,0.007318513,0.008661018,0.001268817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01323756,"about_ca_system_score_gemma":0.03589338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009840732,"about_ca_topic_score_gemma":0.01983585,"domain_scores_codex":[0.9119067,0.04888132,0.02039546,0.005631451,0.01163851,0.00154667],"domain_scores_gemma":[0.5376072,0.4264238,0.01056972,0.007634372,0.01619214,0.001572653],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003292289,0.00005614353,0.001742198,0.5922028,0.004027399,0.0006735673,0.02490121,0.0009025858,0.0005837115,0.0601487,0.0333489,0.2810836],"study_design_scores_gemma":[0.00005285943,0.00008693828,0.001602737,0.7819542,0.002742145,0.0003489963,0.007761268,0.0001851522,0.0001880907,0.0305449,0.1744689,0.00006380139],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001367803,0.9509513,0.004611607,0.03383827,0.004855886,0.0003707288,0.0004560841,0.00003866089,0.003509682],"genre_scores_gemma":[0.03700064,0.9247591,0.008933846,0.02471553,0.002090672,0.001207748,0.0005229122,0.00009013834,0.0006794892],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9126315,"threshold_uncertainty_score":0.4620542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394781730920394,"score_gpt":0.4963403770179711,"score_spread":0.3568622039259317,"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."}}