{"id":"W1515565693","doi":"10.5539/ass.v11n13p269","title":"Are Students Ready to Adopt E-Portfolio? Social Science and Humanities Context","year":2015,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Portfolio; Employability; Coursework; Context (archaeology); Mathematics education; Psychology; Variety (cybernetics); Pedagogy; Knowledge management; Computer science; Business; Psychometrics","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":[0.0009499713,0.0001656645,0.0002409312,0.000623156,0.0006039885,0.00190331,0.0002497497,0.0004989763,0.005131922],"category_scores_gemma":[0.004586739,0.0001109652,0.0002905634,0.0004982008,0.0003694751,0.001181069,0.0009000131,0.0008292257,0.0008183175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002587672,"about_ca_system_score_gemma":0.0009325969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009488211,"about_ca_topic_score_gemma":0.001714689,"domain_scores_codex":[0.9992163,0.0001804516,0.00006942072,0.00008640884,0.0002005495,0.0002467964],"domain_scores_gemma":[0.9977008,0.0004266844,0.000595629,0.00008387503,0.0003317755,0.0008612802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000759761,0.0008714737,0.9231873,0.00009791297,0.00002602415,0.0008727845,0.009281803,0.00009179959,0.001335918,0.0005344909,0.0009264747,0.06269806],"study_design_scores_gemma":[0.000009251373,0.0006192187,0.9260144,0.0001182492,0.00002871631,0.001021092,0.06023067,0.00035847,0.001547227,0.001114736,0.008907414,0.00003053082],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975404,0.0001367719,0.00009414287,0.0004629109,0.000009328236,0.00001330822,0.00003111349,0.000004625829,0.001707481],"genre_scores_gemma":[0.9986242,0.0002172745,0.0001074527,0.00008560465,0.000005872867,0.00001032282,0.00004289666,0.000001714097,0.0009048005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005131922,"threshold_uncertainty_score":0.01716805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139616514495202,"score_gpt":0.4618173889315332,"score_spread":0.347855737482013,"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."}}