{"id":"W2947416368","doi":"10.4018/978-1-5225-7987-8.ch001","title":"New Personal Learning Ecosystems","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in educational technologies and instructional design book series","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University; National Research Council Canada","funders":"","keywords":"Safeguarding; Personalization; Incentive; Open learning; Knowledge management; Computer science; Psychology; Cooperative learning; World Wide Web; Pedagogy; Teaching method; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000131818,0.0003417475,0.000362199,0.0004145281,0.0001862566,0.0001320081,0.0005366467,0.0003353605,0.0001136092],"category_scores_gemma":[0.0001088847,0.0003370854,0.00007683487,0.0001133043,0.000215401,0.001820446,0.0002263517,0.0007910862,0.0000562575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435256,"about_ca_system_score_gemma":0.0007659317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006154777,"about_ca_topic_score_gemma":0.0000136037,"domain_scores_codex":[0.9983752,0.00002124995,0.0003712423,0.0006311589,0.0003533677,0.0002478122],"domain_scores_gemma":[0.9990481,0.0002392337,0.0002924386,0.0002625232,0.0001104424,0.0000472467],"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":[0.000009137128,0.000006205377,0.0001715526,0.00004751184,0.00002033123,0.000002258849,0.00004416209,0.0007209225,0.000005985427,0.884293,0.0008533782,0.1138256],"study_design_scores_gemma":[0.0001106849,0.0001238354,0.00005213364,0.0002126381,0.00000605387,0.0001698117,0.0001451735,0.001564883,0.0000141983,0.3697305,0.6275672,0.0003029109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002092117,0.2821924,0.1480493,0.07824042,0.008541907,0.00167435,0.00006655805,0.003072062,0.4779539],"genre_scores_gemma":[0.001435351,0.04768063,0.2034418,0.00009714837,0.0004363391,0.00002180736,0.00005350085,0.00004608111,0.7467874],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6267138,"threshold_uncertainty_score":0.9999081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103258788888707,"score_gpt":0.2429226799377139,"score_spread":0.2318900920488269,"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."}}