{"id":"W3202627678","doi":"10.1080/15228053.2021.1980848","title":"Online education next wave: peer to peer learning","year":2021,"lang":"en","type":"article","venue":"Journal of Information Technology Case and Application Research","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Minnow Environmental (Canada)","funders":"","keywords":"Asynchronous communication; Higher education; Online learning; Mathematics education; Phenomenon; Peer feedback; Computer science; Synchronous learning; Asynchronous learning; Coronavirus disease 2019 (COVID-19); Mode (computer interface); Peer tutor; Pedagogy; Knowledge management; Psychology; Cooperative learning; Multimedia; Political science; Teaching method; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.001892012,0.00006406524,0.0001181928,0.0009480348,0.0002801819,0.0002297561,0.0002539246,0.0001173586,0.000007032748],"category_scores_gemma":[0.001706385,0.00005804535,0.00003004402,0.001581047,0.00005277826,0.0008835257,0.0002108407,0.0007883603,0.00004565021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008361053,"about_ca_system_score_gemma":0.0006500526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001454599,"about_ca_topic_score_gemma":0.000006497416,"domain_scores_codex":[0.998646,0.00007949749,0.0004056674,0.0001034433,0.0005820809,0.0001832709],"domain_scores_gemma":[0.9947698,0.0001023542,0.0002062215,0.0002454413,0.004558878,0.0001173086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004384191,0.0001158022,0.0005022783,0.0000238762,0.00001222435,0.00006061005,0.0009033582,0.0003622581,0.000766209,0.04849802,0.003612658,0.9451383],"study_design_scores_gemma":[0.0004975278,0.0003637506,0.0008988081,0.0000828437,0.0000123309,0.01458321,0.0191271,0.09667359,0.00513858,0.01413151,0.8482823,0.0002084948],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.385497,0.0001392855,0.4186546,0.1947415,0.0000848568,0.0001241433,0.00000186589,0.00006083361,0.0006958848],"genre_scores_gemma":[0.9386663,0.00009002884,0.05925766,0.0004196386,0.0001198496,0.000009437197,0.00001686816,0.000003968893,0.001416188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9449298,"threshold_uncertainty_score":0.3425077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03152452021294901,"score_gpt":0.3829133579525254,"score_spread":0.3513888377395764,"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."}}