{"id":"W6886078475","doi":"10.14457/tu.the.2015.765","title":"Communication apprehension among business students in Thailand","year":2015,"lang":"en","type":"dataset","venue":"","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business communication; Fluency; Communication apprehension; Communication skills; Class (philosophy); Graduate students; Curriculum; Public speaking; Job market","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000710797,0.0003461501,0.0004427546,0.001088866,0.002768297,0.003509008,0.0004723456,0.0007887332,0.003510326],"category_scores_gemma":[0.0031829,0.0004578943,0.0002963498,0.00111211,0.001178465,0.001015,0.001535243,0.001467063,0.000508485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007675571,"about_ca_system_score_gemma":0.002071806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007767519,"about_ca_topic_score_gemma":0.009383721,"domain_scores_codex":[0.9991893,0.0002090675,0.00007499084,0.0000678369,0.0002422189,0.0002165182],"domain_scores_gemma":[0.9967917,0.0005981234,0.0009840551,0.00006364249,0.0003848058,0.001177735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008898466,0.0005822801,0.7737097,0.0002208405,0.00002268067,0.003998412,0.201499,0.00004336294,0.001658581,0.0001868948,0.001010759,0.01697838],"study_design_scores_gemma":[0.000008006103,0.0006149308,0.3677489,0.0001647576,0.00002138996,0.003012663,0.6243542,0.0001906088,0.0003355491,0.0001087736,0.00339894,0.00004128129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"dataset","genre_scores_codex":[0.9991117,0.00005910475,0.00001477376,0.00009045557,0.000006166943,0.000008457692,0.00001492225,0.000001280029,0.0006931691],"genre_scores_gemma":[0.9987673,0.0002685868,0.00002790453,0.00009638174,0.000008358339,0.00001775119,0.00002652473,0.000002008532,0.0007853293],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.007767519,"threshold_uncertainty_score":0.01544464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09059788489489118,"score_gpt":0.4558136623997529,"score_spread":0.3652157775048617,"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."}}