{"id":"W2980116058","doi":"","title":"The Integration of ePortfolios in Higher Education, and Students’ Perceptions","year":2018,"lang":"en","type":"article","venue":"The Journal of Interactive Learning Research","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College Saint-Jean; University of Alberta","funders":"","keywords":"Technology integration; Perception; Computer science; Higher education; Mathematics education; Educational technology; Electronic learning; Computer-Assisted Instruction; Computer-mediated communication; Distance education; Psychology; Multimedia; Pedagogy; World Wide Web; The Internet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01211717,0.00004625914,0.00008479889,0.0002660422,0.0008906513,0.0001460302,0.0004414627,0.00003750477,0.0002682336],"category_scores_gemma":[0.007854423,0.00002664199,0.0000253957,0.0005794793,0.0009525284,0.0005770845,0.00007451026,0.001120284,0.00001382323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003495132,"about_ca_system_score_gemma":0.0005417222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001347729,"about_ca_topic_score_gemma":0.000905534,"domain_scores_codex":[0.9949441,0.003740028,0.0003009876,0.0000690063,0.000779732,0.0001661627],"domain_scores_gemma":[0.9929096,0.003835583,0.0004419319,0.0001100389,0.002657052,0.00004578523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0008159282,0.0006673941,0.3301777,0.000007121173,0.0001071021,0.000001050903,0.4977937,0.00002242066,0.01727737,0.009687565,0.003435425,0.1400072],"study_design_scores_gemma":[0.0001107917,0.0003660521,0.6828814,0.0001360262,0.00001220594,0.00001162531,0.2729658,0.00001265444,0.0004467941,0.006517959,0.03650076,0.00003796345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9574118,0.0002169939,0.00004336626,0.008180186,0.0005792205,0.0001548262,7.402105e-8,0.000002026136,0.03341157],"genre_scores_gemma":[0.9905871,0.0008867394,0.0001193589,0.00002625413,0.0006131929,0.000006771479,1.447122e-7,0.000005706425,0.007754726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3527037,"threshold_uncertainty_score":0.9403046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401118234071367,"score_gpt":0.5740534635470569,"score_spread":0.4339416401399202,"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."}}