{"id":"W2103518212","doi":"10.21432/t29w2h","title":"From ePortfolios to iPortfolios: The find, refine, design, and bind model","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Portfolio; Sociology; Political science; Art; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008689007,0.00006282084,0.0001158813,0.0004246586,0.0004865738,0.00008561087,0.0001717853,0.0001319306,0.00002478898],"category_scores_gemma":[0.002118765,0.0000507357,0.0000139815,0.0004203596,0.0002150598,0.0001426447,0.000006041793,0.0004831315,0.000003351021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008794134,"about_ca_system_score_gemma":0.0009731274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003443885,"about_ca_topic_score_gemma":0.004594149,"domain_scores_codex":[0.9992907,0.0001307332,0.0001672224,0.0001105017,0.00008759395,0.0002132433],"domain_scores_gemma":[0.9992075,0.0001331066,0.0002121955,0.00007645995,0.0001658317,0.0002049133],"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":[0.00004275181,0.00003112125,0.1054453,0.000002281818,0.00009951178,0.0001323761,0.0459418,0.00280076,0.004069417,0.01561284,0.007081989,0.8187398],"study_design_scores_gemma":[0.0005596867,0.0009005285,0.01342849,0.0001217307,0.0001392799,0.0003674832,0.06179914,0.000916929,0.00100043,0.16082,0.7595259,0.0004204297],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9221832,0.00222188,0.004997922,0.06468167,0.000210662,0.0001212884,6.813675e-7,0.00001781296,0.005564879],"genre_scores_gemma":[0.9918493,0.0001863975,0.007098496,0.0001659149,0.0001039142,0.000001593215,2.318892e-7,0.000004897714,0.0005892749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8183194,"threshold_uncertainty_score":0.5206146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159764270974496,"score_gpt":0.3329547300143957,"score_spread":0.3113570873046508,"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."}}