{"id":"W2187732484","doi":"10.36510/learnland.v6i2.616","title":"Teaching With Electronic Portfolios to Develop 21st Century Literacies","year":2013,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Council on Learning","keywords":"Portfolio; Electronic portfolio; Mathematics education; Computer science; Work (physics); Pedagogy; Sociology; Psychology; Engineering; Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0007422785,0.0001118656,0.0001126477,0.0001270453,0.000828432,0.0003446095,0.0002049587,0.00005804584,0.0005382483],"category_scores_gemma":[0.001383495,0.00009158517,0.0000179017,0.0005123308,0.00003375118,0.000782406,0.00003590253,0.0005119771,0.0004026813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001643371,"about_ca_system_score_gemma":0.0003129891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00276868,"about_ca_topic_score_gemma":0.0009657386,"domain_scores_codex":[0.9983969,0.0004269222,0.000130021,0.0002435187,0.0003147378,0.0004878821],"domain_scores_gemma":[0.9991326,0.0002716543,0.0001225102,0.0001099669,0.0002433692,0.0001199487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004262173,0.0001234921,0.3479794,0.00002165975,0.00009016679,0.000002680173,0.2818242,0.0004868484,0.001073218,0.04180104,0.001502749,0.325052],"study_design_scores_gemma":[0.00009071526,0.0001040895,0.02981992,0.00003434065,0.00001181463,0.000004272257,0.03049413,0.00003272559,0.00004962129,0.0005334301,0.9386283,0.0001967015],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7281749,0.0001889732,0.0002363723,0.00437536,0.0001598368,0.0002790636,1.458646e-7,0.0001676005,0.2664177],"genre_scores_gemma":[0.9887739,0.0001296734,0.00329352,0.0003040704,0.000377439,0.00007158166,0.000006003698,0.00001912549,0.007024723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9371255,"threshold_uncertainty_score":0.6371713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008282518097137145,"score_gpt":0.3072896484562977,"score_spread":0.2990071303591605,"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."}}