{"id":"W1518154870","doi":"","title":"Portfolios in Design and Technology Education: Investigating Differing Views","year":2004,"lang":"en","type":"article","venue":"Loughborough University Institutional Repository (Loughborough University)","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Folio; Portfolio; Thematic analysis; Context (archaeology); Mathematics education; Pedagogy; Psychology; Medical education; Sociology; Qualitative research; Medicine; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005196389,0.0003137114,0.0003331331,0.001122943,0.002678746,0.0001109305,0.0007110921,0.0004111952,0.00001934351],"category_scores_gemma":[0.0004606976,0.0004276767,0.00008138565,0.003418105,0.001842112,0.002843964,0.0002570342,0.0006250182,0.00002245895],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003878937,"about_ca_system_score_gemma":0.005296533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004671891,"about_ca_topic_score_gemma":0.001101184,"domain_scores_codex":[0.9972397,0.0005748293,0.0003155133,0.0007850158,0.0005176135,0.0005672983],"domain_scores_gemma":[0.9982826,0.000234182,0.0003525499,0.0003840526,0.0004460018,0.0003006227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001252522,0.0004950779,0.02800666,0.00004731099,0.00007782815,0.0006846877,0.01327397,0.004813616,0.001291923,0.944436,0.00008889238,0.00665874],"study_design_scores_gemma":[0.002948326,0.0001997174,0.01584721,0.0006308081,0.0001989661,0.000305986,0.064426,0.0001476769,0.001842643,0.02472398,0.8873847,0.001343949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6264472,0.0005781758,0.01731014,0.006076796,0.001669822,0.001213804,0.000006789974,0.0004203747,0.3462769],"genre_scores_gemma":[0.9630412,0.0006454644,0.03056992,0.0001406481,0.000341833,0.000002905903,0.00001137077,0.00001958683,0.005227093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9197121,"threshold_uncertainty_score":0.999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852315069686874,"score_gpt":0.2848748009195478,"score_spread":0.256351650222679,"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."}}