{"id":"W27998879","doi":"10.2196/resprot.5894","title":"Pemerkasaan dengan media sosial: aplikasi facebook danpembelajaran Bahasa Inggeris dalam kalangan mahasiswaantropologi dan sosiologi, Universiti Kebangsaan Malaysia","year":2014,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Higher Education and Teaching Methods","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Psychology; Art","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006349711,0.0004688532,0.0005651127,0.0007500925,0.001051198,0.0007440524,0.004017793,0.0003756992,0.0002603405],"category_scores_gemma":[0.0007616663,0.0004185378,0.00020606,0.001222159,0.0007415822,0.0007609072,0.001239024,0.001850011,0.000443107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003162016,"about_ca_system_score_gemma":0.0004634212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007722451,"about_ca_topic_score_gemma":0.00001899995,"domain_scores_codex":[0.9892705,0.005891713,0.000583958,0.001316491,0.001347733,0.001589592],"domain_scores_gemma":[0.9950349,0.001432308,0.0002428602,0.002106782,0.0004281088,0.0007550921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004580113,0.003284275,0.08183922,0.0006825272,0.0002262981,0.0002571803,0.03554885,0.0001523616,0.08831266,0.4114965,0.09588699,0.2818551],"study_design_scores_gemma":[0.002404122,0.001311639,0.04714731,0.0004725915,0.000006548024,0.00004323313,0.001140372,0.004008518,0.01270557,0.005295243,0.92454,0.0009248146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0923711,0.00002542472,0.1551102,0.01415315,0.0006076618,0.6858083,0.00002497788,0.003624998,0.04827424],"genre_scores_gemma":[0.2468857,0.000004291713,0.05944913,0.000596926,0.0009306519,0.6867344,0.00004953426,0.000121024,0.00522835],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.828653,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1918867920610705,"score_gpt":0.501195241262515,"score_spread":0.3093084492014445,"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."}}