{"id":"W4281287049","doi":"10.5539/hes.v12n3p1","title":"Experiences of Vocational Education at Community Learning Centers in Cambodia during Covid-19","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Psychology; Educational technology; Higher education; Mathematics education; Distance education; Pedagogy; Blended learning; Digital learning; Medical 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008760919,0.0001353113,0.0002446536,0.0004181229,0.004127215,0.00001711333,0.0003683172,0.00004668062,0.0007764856],"category_scores_gemma":[0.0005755226,0.0001577003,0.00004905979,0.001053714,0.0007757779,0.0001874373,0.0003699348,0.0003673785,0.00001236759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003176326,"about_ca_system_score_gemma":0.002142495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00376337,"about_ca_topic_score_gemma":0.001106041,"domain_scores_codex":[0.9977769,0.0008525632,0.000397187,0.0002604746,0.0004408002,0.0002720332],"domain_scores_gemma":[0.9985446,0.0004463185,0.000352549,0.0002451524,0.0003232263,0.00008811818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002584873,0.0006095144,0.1984812,0.00007549965,0.00004798391,1.377156e-7,0.7685625,0.0001008442,0.0002371435,0.01113323,0.01993503,0.0007910583],"study_design_scores_gemma":[0.00010976,0.0000177907,0.1990745,0.00001345306,0.000007499369,9.388349e-7,0.6997568,9.27972e-8,0.00009184379,0.0007502155,0.1000695,0.0001076352],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785056,0.004999886,0.000001674412,0.006448264,0.003346387,0.0002897047,0.000003358699,0.0001943371,0.006210793],"genre_scores_gemma":[0.9729288,0.0004365226,0.0001474582,0.0005168385,0.0001341735,0.002004032,0.00002227559,0.00001055626,0.02379937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08013443,"threshold_uncertainty_score":0.9971693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08303548231230745,"score_gpt":0.4311915276709132,"score_spread":0.3481560453586057,"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."}}