{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004195887,0.0006767836,0.0002590723,0.001867331,0.0024356,0.009613315,0.001973473,0.002585997,0.01741396],"category_scores_gemma":[0.009148354,0.0006528383,0.0008167867,0.0009706703,0.01287831,0.0129087,0.005953241,0.002728718,0.004584669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002485656,"about_ca_system_score_gemma":0.003337818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002668888,"about_ca_topic_score_gemma":0.002546393,"domain_scores_codex":[0.9964173,0.001778999,0.0001634525,0.0004550548,0.000803124,0.0003821675],"domain_scores_gemma":[0.9964671,0.001584322,0.0002711744,0.000847362,0.0003500913,0.0004799674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004650776,0.00008789706,0.0008703202,0.00007630105,0.000006015031,0.000240662,0.004730081,0.001526667,0.0005677638,0.9513833,0.002004788,0.03845975],"study_design_scores_gemma":[0.0000707235,0.0001972586,0.0006643377,0.0004120929,0.00003088011,0.0007541588,0.005087049,0.01584313,0.004173785,0.5856418,0.3870758,0.00004904811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03801093,0.001126127,0.5192531,0.007127401,0.0004281906,0.0004885488,0.0001294042,0.001004251,0.4324321],"genre_scores_gemma":[0.5011017,0.001538322,0.2921655,0.001795012,0.0001622221,0.0008407065,0.0002336716,0.0005701801,0.2015927],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01741396,"threshold_uncertainty_score":0.05825555,"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."}}