{"id":"W4207045273","doi":"10.2196/27286","title":"The Beneficial Effect of the First COVID-19 Lockdown on Undergraduate Students of Education: Prospective Cohort Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Cohort; Prospective cohort study; Pandemic; Computer-assisted web interviewing; Medicine; Mental health; Population; Psychology; Cohort study; Family medicine; Gerontology; Psychiatry; Environmental health; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001103612,0.0003268101,0.000438575,0.0006372541,0.0006350693,0.0009441142,0.0004503091,0.0009071188,0.002701232],"category_scores_gemma":[0.002458409,0.0003608294,0.0009182167,0.0007088228,0.0003054834,0.0006184508,0.0006991795,0.001208004,0.0005190616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003810397,"about_ca_system_score_gemma":0.0005841709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007736219,"about_ca_topic_score_gemma":0.01042697,"domain_scores_codex":[0.9993224,0.0001206517,0.00005327198,0.0001368799,0.0001261534,0.0002406095],"domain_scores_gemma":[0.9978976,0.0002385827,0.0006616202,0.000136294,0.0001832818,0.0008825453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004032604,0.0003898054,0.9977914,0.00001197826,0.0000555436,0.00005410249,0.0001589557,0.000008838434,0.00009705914,0.000007778164,0.00008913743,0.000932241],"study_design_scores_gemma":[0.00001316238,0.0005258162,0.9989938,0.000007631998,0.0000259833,0.00003654106,0.0002554053,0.00002771791,0.00001633208,0.000004247693,0.00008968151,0.000003563046],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994092,0.000162116,0.00001391088,0.00003481392,0.00001118265,0.00001694866,0.0001672462,9.191203e-7,0.0001836314],"genre_scores_gemma":[0.9993406,0.0001095032,0.00002620385,0.00005089083,0.00001444012,0.00001516672,0.0001951626,0.0000012126,0.0002467798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007736219,"threshold_uncertainty_score":0.01538235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06227359853370863,"score_gpt":0.5273771553373748,"score_spread":0.4651035568036662,"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."}}