{"id":"W7029127722","doi":"","title":"An informal Facebook group for English language interaction : a study of Malaysian university students' perceptions, experiences and behaviours","year":2016,"lang":"en","type":"dissertation","venue":"Warwick Research Archive Portal (University of Warwick)","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perception; Competence (human resources); Grammar; Sociocultural evolution; Language acquisition; Citizen journalism; Quarter (Canadian coin); Communicative competence; Social relation; First language","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":[0.002567091,0.0004598064,0.0004721691,0.0009570723,0.004308784,0.003023311,0.0007941119,0.0008671803,0.002665677],"category_scores_gemma":[0.004532094,0.0004266253,0.0003149582,0.0004751755,0.001768571,0.002017658,0.003020855,0.0009473487,0.0006700535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000866461,"about_ca_system_score_gemma":0.001100652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002064904,"about_ca_topic_score_gemma":0.005461927,"domain_scores_codex":[0.99762,0.001356817,0.0001068143,0.0001867288,0.0003261118,0.000403522],"domain_scores_gemma":[0.996124,0.00128099,0.0006771329,0.0001813164,0.0003629762,0.001373558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001111516,0.0007254335,0.08816805,0.0001971452,0.00001673546,0.001257924,0.883,0.00003493129,0.003298098,0.0002325805,0.0004422257,0.02251587],"study_design_scores_gemma":[0.00001092056,0.0009328013,0.06721184,0.0001039011,0.00001560682,0.0008187292,0.9218144,0.000150275,0.0007517959,0.00008457479,0.008067251,0.00003781552],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988913,0.00006568724,0.0001142579,0.00008702386,0.000006907865,0.00002764978,0.000008150546,0.000003905461,0.0007951412],"genre_scores_gemma":[0.9981868,0.0001252208,0.0002138666,0.00008590491,0.00001006896,0.00005096148,0.00001460621,0.00000366769,0.001308903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004308784,"threshold_uncertainty_score":0.01357627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203118628637169,"score_gpt":0.3614458065922788,"score_spread":0.3411339437285619,"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."}}