{"id":"W2155797845","doi":"10.21432/t2rk5k","title":"Directions for Research and Development on Electronic Portfolios","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":338,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Variety (cybernetics); Electronic portfolio; Portfolio; Key (lock); Computer science; Electronic publishing; Professional development; Knowledge management; Process management; Business; The Internet; World Wide Web; Psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398255,0.0000316174,0.00006157466,0.0007489581,0.001021452,0.0000420416,0.00006994996,0.00008769531,0.00002618688],"category_scores_gemma":[0.001776231,0.00003190753,0.000006267214,0.0002936164,0.0002617338,0.00008531224,0.000004196021,0.0005204046,0.000002699894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003842196,"about_ca_system_score_gemma":0.002224883,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005516853,"about_ca_topic_score_gemma":0.045357,"domain_scores_codex":[0.9993908,0.00007828731,0.00009759871,0.0000754516,0.00007820918,0.000279669],"domain_scores_gemma":[0.9992749,0.0001958366,0.0000794825,0.00002755242,0.0002830538,0.0001391642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001132236,0.00001896152,0.05985432,0.000002873067,0.0000309133,0.000003047608,0.006802031,0.000006615851,0.00007725846,0.07435335,0.0006658424,0.8581734],"study_design_scores_gemma":[0.0000822212,0.0002202651,0.0007146711,0.00001179902,0.000002709713,0.00002764359,0.008397732,0.00000253492,0.0001988381,0.004696012,0.985613,0.0000325103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.946871,0.002554661,0.0001313238,0.03179689,0.0001535517,0.0001235904,1.848905e-7,0.00001565583,0.01835318],"genre_scores_gemma":[0.996056,0.0004512191,0.001608845,0.00001368972,0.0001348949,0.000006904962,1.692782e-7,0.000004520512,0.001723815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9849472,"threshold_uncertainty_score":0.9720628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05416884137796941,"score_gpt":0.430817766256737,"score_spread":0.3766489248787676,"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."}}