{"id":"W4309264030","doi":"10.33682/bch2-xsuh","title":"Journal on Education in Emergencies: Volume 8, Number 3 (Complete)","year":2022,"lang":"en","type":"paratext","venue":"Journal on Education in Emergencies","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Porticus Foundation; University of East Anglia; Bill and Melinda Gates Foundation","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001828107,0.0006876951,0.0008258551,0.002230801,0.0007640205,0.0001370098,0.0009558816,0.0004501629,0.3921733],"category_scores_gemma":[0.0002264454,0.000698424,0.0004300369,0.001285266,0.00008125677,0.0003124295,0.00009099495,0.004278739,0.01916465],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006606743,"about_ca_system_score_gemma":0.0197289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002659204,"about_ca_topic_score_gemma":0.0007494632,"domain_scores_codex":[0.9934193,0.001242446,0.002345772,0.0007661789,0.001191285,0.001034961],"domain_scores_gemma":[0.9964766,0.0002098832,0.001694918,0.0006843031,0.0003844527,0.0005498301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002479892,0.004187233,0.01151889,0.0001411495,0.00006624267,0.00001271234,0.006485566,0.0003567559,0.00002580684,0.001039549,0.9508046,0.02511353],"study_design_scores_gemma":[0.0005507587,0.0005526748,0.05310266,0.0004494173,0.00003141785,0.0003527441,0.02144796,0.000007231753,0.000003463728,0.0007617606,0.9221497,0.0005902193],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4079419,0.009087293,0.00003190988,0.007671432,0.2450274,0.001150716,0.0001487289,0.00002925978,0.3289114],"genre_scores_gemma":[0.04994582,0.01606285,0.0001647248,0.007805756,0.01029627,0.0004783379,0.0004463697,0.0001903387,0.9146096],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5856982,"threshold_uncertainty_score":0.9995467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07601118477369533,"score_gpt":0.4563486132292183,"score_spread":0.3803374284555229,"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."}}