{"id":"W7097070740","doi":"","title":"Title of Presentation: Portfolio Assessment in Higher Education: A Case Study of Motivation and Improving","year":2004,"lang":"en","type":"article","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Portfolio; Grading (engineering); Self-assessment; Quality (philosophy); Alternative assessment; Critical thinking","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005195218,0.0003664473,0.0004660577,0.0006574932,0.003045338,0.003169579,0.001667295,0.00304653,0.0071556],"category_scores_gemma":[0.01252821,0.0001647887,0.0004336511,0.0009659022,0.001171414,0.001893553,0.00221388,0.002581015,0.0008898065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00230233,"about_ca_system_score_gemma":0.00197495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009755931,"about_ca_topic_score_gemma":0.001971137,"domain_scores_codex":[0.9978398,0.001175423,0.00009907619,0.0001204474,0.0004641096,0.0003010535],"domain_scores_gemma":[0.9945472,0.00245831,0.0003516078,0.0001509914,0.0005701819,0.001921679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006622668,0.01854411,0.06926878,0.002358629,0.00006947931,0.05275011,0.2286989,0.004541285,0.004947587,0.02940811,0.07721041,0.5115404],"study_design_scores_gemma":[0.0005389139,0.0137994,0.1087204,0.002257993,0.0001636282,0.06676002,0.2947953,0.01937524,0.01814574,0.02318897,0.4518792,0.0003753365],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9432129,0.002145892,0.007170385,0.0167469,0.0006543947,0.0006050835,0.00007788509,0.000129118,0.02925739],"genre_scores_gemma":[0.9690921,0.002071624,0.005903829,0.001495286,0.0002690341,0.000255407,0.00006417015,0.00004209782,0.02080635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0071556,"threshold_uncertainty_score":0.02747524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07386801253137214,"score_gpt":0.4623020846637545,"score_spread":0.3884340721323823,"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."}}