{"id":"W4388539458","doi":"10.18357/otessaj.2023.3.1.50","title":"Developing Learning Communities Online","year":2023,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Asynchronous communication; Learning community; Asynchronous learning; Medical education; Resource (disambiguation); Distance education; Computer science; Online learning; Blended learning; Synchronous learning; Educational technology; Mathematics education; Psychology; Cooperative learning; World Wide Web; Teaching method; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.008302969,0.00008909744,0.0001544189,0.0001844963,0.003347546,0.000581824,0.0006845864,0.0003079881,0.00004466031],"category_scores_gemma":[0.001451109,0.0000792828,0.00005265388,0.001590016,0.0001605705,0.0007774967,0.0002074637,0.002197433,0.0000242467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005121907,"about_ca_system_score_gemma":0.00152314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001145404,"about_ca_topic_score_gemma":0.0005755462,"domain_scores_codex":[0.997942,0.0009975045,0.0002922481,0.0001073073,0.0003035147,0.0003574704],"domain_scores_gemma":[0.9986612,0.0005307783,0.0003497499,0.00010243,0.0003070204,0.00004885366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004341024,0.00006976872,0.8147182,0.000005419913,0.00005262873,7.681323e-7,0.03567613,0.00006321857,0.00003316363,0.04902973,0.002172641,0.09817395],"study_design_scores_gemma":[0.0002959136,0.00001779521,0.07917028,0.00009623727,0.00001373464,0.000009330062,0.5559109,0.00006114136,0.00001064683,0.05384191,0.3104363,0.0001357647],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8398233,0.0004029077,0.00002556956,0.1583828,0.0003859761,0.0001376182,0.00000104339,0.00009938346,0.0007414032],"genre_scores_gemma":[0.9799116,0.01026385,0.003700796,0.001130554,0.0003592632,0.00002306757,0.00002271809,0.00001352259,0.004574688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.735548,"threshold_uncertainty_score":0.99795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304224605631259,"score_gpt":0.403044494708347,"score_spread":0.3400022486520344,"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."}}