{"id":"W1606344619","doi":"10.18608/jla.2014.13.21","title":"Learning Analytics for Communities of Inquiry","year":2014,"lang":"en","type":"article","venue":"Journal of Learning Analytics","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Learning analytics; Computer science; Analytics; Data science; Educational technology; Community of inquiry; Cultural analytics; Educational research; Foundation (evidence); Knowledge management; Sociology; World Wide Web; Psychology; Pedagogy; The Internet; Semantic analytics; Cognition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009517005,0.0009858048,0.001011648,0.005810427,0.002079194,0.009473172,0.002244916,0.002049679,0.01047905],"category_scores_gemma":[0.0447553,0.0005228923,0.001334015,0.00450481,0.003630177,0.01548065,0.009367415,0.003771683,0.00290362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00236677,"about_ca_system_score_gemma":0.00252646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001956201,"about_ca_topic_score_gemma":0.00146974,"domain_scores_codex":[0.9893228,0.006114746,0.0006945695,0.00137418,0.002213515,0.0002801697],"domain_scores_gemma":[0.9638342,0.02571652,0.001744912,0.005165693,0.002424017,0.00111463],"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":[0.00008761101,0.0001405044,0.001956881,0.0007360787,0.00007874849,0.0001755379,0.002872036,0.009541573,0.0009659143,0.7824426,0.01182852,0.1891742],"study_design_scores_gemma":[0.00001878338,0.00002936631,0.0003542191,0.0002546976,0.00001201504,0.0000999668,0.0008048243,0.08183125,0.00058206,0.8589708,0.0570166,0.0000254289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006407529,0.002871339,0.9594321,0.006867175,0.0003116419,0.0006447273,0.001036705,0.004434843,0.01799408],"genre_scores_gemma":[0.2089,0.001506933,0.7810378,0.0007521915,0.0003661999,0.00128166,0.001817997,0.0003787855,0.003958357],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01047905,"threshold_uncertainty_score":0.05033129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0620614015205096,"score_gpt":0.3672880759785776,"score_spread":0.305226674458068,"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."}}