{"id":"W4321205402","doi":"10.3233/jvr-230011","title":"The COVID-19 pandemic as a tipping point: The precarity of transition for students who receive special education and English language services","year":2023,"lang":"en","type":"article","venue":"Journal of Vocational Rehabilitation","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Education Sciences; York University; U.S. Department of Education","keywords":"Pandemic; Vocational education; Precarity; Psychology; Poverty; Transition (genetics); Service (business); English-language learner; Medical education; Coronavirus disease 2019 (COVID-19); Pedagogy; Sociology; Political science; Medicine; Mathematics education; Business; English language; Gender studies","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":[],"consensus_categories":[],"category_scores_codex":[0.004341134,0.00007332813,0.0001329961,0.0001080943,0.0002416957,0.00005221822,0.0002302509,0.00007201274,0.00005988896],"category_scores_gemma":[0.004186787,0.00004919535,0.0001026403,0.0002918251,0.0001994235,0.0002242976,0.00001995242,0.0001656443,0.000006343939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380414,"about_ca_system_score_gemma":0.0003686634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002145995,"about_ca_topic_score_gemma":0.0002558978,"domain_scores_codex":[0.9982817,0.0004411007,0.0004927875,0.0001422742,0.0005114973,0.0001307002],"domain_scores_gemma":[0.9925411,0.006133869,0.0002954389,0.0001615453,0.0007885672,0.00007945787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.002561254,0.0008883442,0.1801021,0.0007200394,0.0002446892,9.170577e-7,0.6881315,0.0002077064,0.0007307103,0.01584114,0.02491845,0.08565322],"study_design_scores_gemma":[0.0008775538,0.0005963577,0.662783,0.00006664282,0.00004344827,0.00001987947,0.2953112,0.00006468401,0.0000181937,0.03337332,0.006779501,0.00006615961],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879638,0.0003079973,0.000154103,0.009841775,0.0006084657,0.0006243268,0.00003576564,0.00001031747,0.0004534467],"genre_scores_gemma":[0.9981424,0.00006319484,0.0001253257,0.0003444946,0.0008998175,0.00009903765,0.00006731877,0.000007700177,0.0002506858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4826809,"threshold_uncertainty_score":0.5012277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.037840092885526,"score_gpt":0.4447212413363439,"score_spread":0.406881148450818,"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."}}