{"id":"W3103103442","doi":"10.5539/res.v12n4p32","title":"Student Vlog for Community Communication Through Social Lab","year":2020,"lang":"en","type":"article","venue":"Review of European Studies","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Mongkut's University of Technology Thonburi","keywords":"Nonprobability sampling; Presentation (obstetrics); Social media; CLIPS; Perception; Quality (philosophy); Psychology; Medical education; Multimedia; Computer science; Sociology; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003521182,0.0004068261,0.0002096173,0.001208518,0.001608209,0.002395218,0.001157335,0.0004711835,0.01278526],"category_scores_gemma":[0.004583888,0.0001601387,0.0004069372,0.0005048061,0.000595849,0.002096301,0.003691578,0.000774964,0.003498518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558013,"about_ca_system_score_gemma":0.00183363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003642776,"about_ca_topic_score_gemma":0.001143664,"domain_scores_codex":[0.9977008,0.00136003,0.00005908227,0.0001846604,0.0004174845,0.0002779805],"domain_scores_gemma":[0.9948906,0.001184629,0.0003773678,0.0007561523,0.0008210359,0.001970121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005075749,0.008107716,0.03051142,0.0008767506,0.00005297253,0.0009756572,0.03936175,0.001185714,0.02798971,0.01186926,0.045497,0.8330644],"study_design_scores_gemma":[0.0005026911,0.008346057,0.07585601,0.0009303406,0.0001360967,0.002214108,0.0855589,0.01806556,0.03094871,0.01390062,0.7632858,0.0002550863],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.739401,0.0004459213,0.1293732,0.004009879,0.0004142876,0.005056983,0.0007469603,0.004479982,0.1160717],"genre_scores_gemma":[0.8285608,0.0004175443,0.1275013,0.0007505046,0.0002118731,0.0031212,0.0007573574,0.0003480369,0.03833139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01278526,"threshold_uncertainty_score":0.04277092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1724199956256448,"score_gpt":0.4246167567918618,"score_spread":0.252196761166217,"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."}}