{"id":"W7099282365","doi":"","title":"Directions for research and development on electronic portfolios. Canadian Journal of Learning and","year":2005,"lang":"en","type":"article","venue":"","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Electronic portfolio; Portfolio; Key (lock); Electronic publishing; Process (computing); Electronic learning","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":[0.02002537,0.0005443728,0.000927259,0.007789601,0.007003464,0.0155465,0.003083808,0.004194017,0.04088242],"category_scores_gemma":[0.0363428,0.0004345895,0.0005010964,0.02029617,0.009096575,0.01782992,0.004628195,0.003156032,0.004193515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03562324,"about_ca_system_score_gemma":0.1771117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6513232,"about_ca_topic_score_gemma":0.7366847,"domain_scores_codex":[0.9888819,0.001949184,0.000773197,0.0004359744,0.006695813,0.001263913],"domain_scores_gemma":[0.9418938,0.0122281,0.002082448,0.001944855,0.03125968,0.01059104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004257093,0.0001193113,0.002042517,0.001611716,0.0000123695,0.0001944545,0.003086934,0.0003125514,0.0002021564,0.1618958,0.359091,0.4713885],"study_design_scores_gemma":[0.00001563002,0.00002563481,0.005167324,0.00153325,0.000009650311,0.0001446239,0.007662957,0.0002545892,0.0001872531,0.02892526,0.9560217,0.0000520188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006451444,0.1552255,0.00652714,0.6233239,0.01188797,0.0002772245,0.0008135092,0.0003797393,0.1951135],"genre_scores_gemma":[0.2136437,0.5074192,0.06001926,0.04709527,0.005008697,0.0004371105,0.002111054,0.0003364524,0.1639292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3486768,"threshold_uncertainty_score":0.7014605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04293470522576939,"score_gpt":0.3526028361509311,"score_spread":0.3096681309251617,"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."}}