{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.007368966,0.0001521548,0.0002049203,0.0003309958,0.006125194,0.001484457,0.00155681,0.00008712239,0.00003676718],"category_scores_gemma":[0.004952757,0.0001624775,0.00002717464,0.003017424,0.008034399,0.00277045,0.0004062301,0.0002099023,0.00009677947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001682154,"about_ca_system_score_gemma":0.002582846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001419771,"about_ca_topic_score_gemma":0.0009690519,"domain_scores_codex":[0.9945891,0.000226241,0.0002352858,0.0006323986,0.003506173,0.0008107268],"domain_scores_gemma":[0.9970495,0.00006844621,0.0003674722,0.0001650308,0.001885648,0.0004638853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002880561,0.0001951687,0.04171203,0.00000505286,0.000009014952,0.000006660011,0.473072,5.15123e-8,0.0005110673,0.281464,0.009280006,0.1937161],"study_design_scores_gemma":[0.0002079772,0.00006536715,0.4068211,0.00001120651,0.00001523967,0.000001704468,0.3997739,4.962601e-7,0.0001368029,0.006308022,0.1863651,0.0002931519],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2485665,0.00002680177,0.00001957781,0.003772932,0.001164267,0.0003780905,0.00000436927,0.00007406766,0.7459934],"genre_scores_gemma":[0.9952636,0.000006411298,0.0002396877,0.001812374,0.001035509,0.00003887194,4.762349e-7,0.00001079258,0.001592239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7466971,"threshold_uncertainty_score":0.9995521,"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."}}