{"id":"W4406946378","doi":"10.1080/00131911.2025.2450228","title":"A scoping review and network analysis of the characteristics of peer collaboration in early educational settings from studies using diverse methodologies","year":2025,"lang":"en","type":"review","venue":"Educational Review","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Social network analysis; Peer review; Network analysis; Educational research; Knowledge management; Psychology; Computer science; Data science; Management science; Mathematics education; Sociology; World Wide Web; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.05735097,0.001715495,0.004937575,0.06148196,0.003132376,0.007056975,0.002841013,0.002913077,0.004557342],"category_scores_gemma":[0.215601,0.001579472,0.005976666,0.05840689,0.002518968,0.006974319,0.005327569,0.002197482,0.0006734572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01051742,"about_ca_system_score_gemma":0.03936854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.011208,"about_ca_topic_score_gemma":0.03269628,"domain_scores_codex":[0.9383107,0.01981092,0.02654378,0.003065665,0.01119164,0.001077388],"domain_scores_gemma":[0.7798497,0.1674134,0.02008606,0.005423908,0.02629464,0.0009322693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001409797,0.00004557324,0.004010675,0.8023581,0.002595405,0.0005603897,0.008232038,0.0003035551,0.0004767682,0.003944908,0.005102041,0.1722295],"study_design_scores_gemma":[0.00002094249,0.00006519527,0.005098683,0.9458487,0.006454065,0.000339281,0.003318661,0.0000958878,0.0002599582,0.001123604,0.03734446,0.00003063855],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009464245,0.9641905,0.005561668,0.002057466,0.0006247992,0.008043595,0.003102473,0.00004234828,0.006912768],"genre_scores_gemma":[0.04785056,0.9212035,0.01075897,0.0011115,0.0001668548,0.01554871,0.002544765,0.00004206305,0.0007729421],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06148196,"threshold_uncertainty_score":0.3033046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2655600928096086,"score_gpt":0.5862722116384934,"score_spread":0.3207121188288848,"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."}}