{"id":"W4283698925","doi":"10.5539/jel.v11n5p55","title":"Factors Influential to Teacher Candidates’ Decision to Pursue Special Education Careers","year":2022,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Economic shortage; Special education; Medical education; Higher education; Inclusion (mineral); Career education; Special needs; Career development; Pedagogy; Undergraduate education; Mathematics education; Social psychology; Vocational education; Political science; Medicine","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":[0.001203203,0.00006583613,0.00009567032,0.0003485981,0.0009296091,0.00008197077,0.0001351045,0.00003271369,0.001211619],"category_scores_gemma":[0.001001128,0.00006139482,0.00003326623,0.0003434169,0.00001410048,0.0002250461,0.00005152383,0.0003738998,0.00000767754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004066655,"about_ca_system_score_gemma":0.001769586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003234868,"about_ca_topic_score_gemma":0.0001204269,"domain_scores_codex":[0.9987081,0.000348471,0.0002356787,0.0001023556,0.0004795592,0.0001258275],"domain_scores_gemma":[0.9992725,0.00008580905,0.0001887873,0.00003713934,0.0001974384,0.0002183619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008362204,0.0002027626,0.2310181,0.000002876351,0.00001215771,2.374339e-7,0.26984,0.000269831,0.0002788715,0.000861052,0.06288341,0.4345471],"study_design_scores_gemma":[0.00007608329,0.00006203272,0.2791601,0.00002491114,0.000006275557,0.000001080286,0.1208259,6.764466e-7,0.00001267591,0.0001368594,0.5996295,0.00006398739],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879586,0.00006016523,0.0001408961,0.003781799,0.004061255,0.0001397201,3.892279e-7,0.000007455257,0.003849722],"genre_scores_gemma":[0.9834545,0.000006803906,0.0007669668,0.0005277211,0.001737691,0.000009633381,0.000007216708,0.000007173321,0.01348224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5367461,"threshold_uncertainty_score":0.9997014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646428502987744,"score_gpt":0.3575666791605546,"score_spread":0.3311023941306772,"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."}}