{"id":"W2181495840","doi":"10.1007/978-1-4614-6286-6_5","title":"Social Navigation for Learning in Immersive Worlds","year":2013,"lang":"en","type":"book-chapter","venue":"Integrated series on information systems/Integrated series in information systems","topic":"Recommender Systems and Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Human–computer interaction; Social worlds; Computer science; Psychology; Sociology; Social science","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","scholarly_communication"],"category_scores_codex":[0.002225524,0.00147753,0.002028588,0.003674324,0.0005787445,0.003793425,0.001621375,0.001956395,0.00004411091],"category_scores_gemma":[0.0002248253,0.001344626,0.0003962207,0.001180677,0.0001885335,0.02382003,0.0002096001,0.002185776,0.0008814426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002549664,"about_ca_system_score_gemma":0.0008050311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002268198,"about_ca_topic_score_gemma":0.000148023,"domain_scores_codex":[0.9907057,0.0004061043,0.005861951,0.0006321986,0.001382102,0.001011919],"domain_scores_gemma":[0.9910836,0.0003003971,0.004272915,0.0009665954,0.003164692,0.0002117751],"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":[0.0003487299,0.00002792213,0.00003251504,0.001900966,0.0001845483,0.000008543817,0.0152023,0.003894188,0.00001245214,0.9350605,0.03323222,0.01009509],"study_design_scores_gemma":[0.00135552,0.0006703982,0.00001317496,0.004804182,0.00001919446,0.0001836269,0.02159919,0.02403987,0.0001553148,0.0009971685,0.944696,0.001466349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002615952,0.0004111412,0.2514067,0.001107328,0.00969335,0.01466785,0.001118316,0.002414273,0.7189195],"genre_scores_gemma":[0.5788292,0.001094653,0.00558941,0.001432752,0.001414487,0.02048159,0.03629978,0.0005652523,0.3542929],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9340634,"threshold_uncertainty_score":0.9998965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01706721848454736,"score_gpt":0.2451773954127041,"score_spread":0.2281101769281567,"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."}}