{"id":"W4322422907","doi":"10.31542/muse.v6i1.2265","title":"How Do You Like To Learn?","year":2023,"lang":"en","type":"article","venue":"MacEwan University Student eJournal","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Anxiety; Pandemic; Mental health; Coronavirus disease 2019 (COVID-19); Psychology; Medical education; Student engagement; Mathematics education; Medicine; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003168913,0.0001357076,0.0001675253,0.0003883736,0.0004023306,0.00008341627,0.0004454391,0.00007018784,0.0008962858],"category_scores_gemma":[0.000007959013,0.0001474972,0.0001056609,0.0006264091,0.00003519933,0.00009198087,0.0002937294,0.0002984419,0.001689632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005073483,"about_ca_system_score_gemma":0.0001063481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002446974,"about_ca_topic_score_gemma":0.0002844436,"domain_scores_codex":[0.9985925,0.0001226263,0.00009034349,0.0003248172,0.0003768361,0.0004929018],"domain_scores_gemma":[0.9991803,0.00004935751,0.00006352132,0.0002557515,0.00004363951,0.0004074765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007803955,0.0005903334,0.5138413,0.00004835366,0.0003569927,0.004009679,0.0380041,0.00007006769,0.0004891826,0.005912687,0.3631162,0.0727807],"study_design_scores_gemma":[0.0009625748,0.0002364788,0.2741782,0.0000142427,0.00002385311,0.00002289112,0.04210698,0.000002792348,0.000008007341,0.00001753846,0.682292,0.0001344131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959336,0.00006040009,0.0003798259,0.01567042,0.001827764,0.0003082275,0.00002886768,0.0001853078,0.02220319],"genre_scores_gemma":[0.7983539,0.00006197667,0.00004534558,0.001006832,0.000190732,6.820483e-7,0.000005239087,0.0000145104,0.2003209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3191758,"threshold_uncertainty_score":0.9990877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05290695487569218,"score_gpt":0.3770061098473901,"score_spread":0.3240991549716979,"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."}}