{"id":"W2583174019","doi":"10.32920/24103209.v1","title":"Finding the Individual in Collaborative Online Learning Environments","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Narrative; Identity (music); Space (punctuation); Collaborative learning; Computer science; Online learning; Psychology; Human–computer interaction; Knowledge management; World Wide Web; Linguistics","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":[0.008386182,0.000396717,0.0003839074,0.002035735,0.007113691,0.0107646,0.001689518,0.002082834,0.006585335],"category_scores_gemma":[0.01393643,0.0003914569,0.00051092,0.001268701,0.01477202,0.0154478,0.01358467,0.001660987,0.001286195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001653702,"about_ca_system_score_gemma":0.002447298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00119538,"about_ca_topic_score_gemma":0.001896437,"domain_scores_codex":[0.9898643,0.00720917,0.000225705,0.001280748,0.001071731,0.0003483172],"domain_scores_gemma":[0.9920427,0.004639657,0.0007739763,0.001331232,0.0004664548,0.0007459196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00006089115,0.0001330338,0.00601781,0.0003287945,0.00002684527,0.0004477507,0.674513,0.0003194326,0.00221504,0.2067524,0.003000185,0.1061847],"study_design_scores_gemma":[0.00003151513,0.0002010901,0.004988609,0.0006619364,0.00006621994,0.0008628595,0.5015821,0.002294278,0.003902895,0.2767293,0.2086002,0.00007898551],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.489128,0.001845184,0.257092,0.01122052,0.0004160161,0.0004846143,0.0001808806,0.0002907191,0.239342],"genre_scores_gemma":[0.9203963,0.0006202288,0.0595294,0.0005088919,0.00004815855,0.0002553724,0.00008871019,0.00009626985,0.01845661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0107646,"threshold_uncertainty_score":0.04435086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160160897915726,"score_gpt":0.4370907623906699,"score_spread":0.2769298644749438,"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."}}