{"id":"W4400826645","doi":"10.1002/rev3.3484","title":"Improving young children's peer collaboration in early educational settings: A systematic review","year":2024,"lang":"en","type":"review","venue":"Review of Education","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Peer review; Systematic review; Medical education; Psychology; Medicine; Pedagogy; Developmental psychology; MEDLINE; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002707317,0.0003297647,0.002138128,0.0004639649,0.00009088317,0.0001189434,0.0005133356,0.0002464795,0.00007570843],"category_scores_gemma":[0.006653113,0.0002718052,0.0003682501,0.002689011,0.00008297548,0.0003389434,0.00007023541,0.0003204203,0.0002498511],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000733413,"about_ca_system_score_gemma":0.007790779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001875513,"about_ca_topic_score_gemma":0.0001111052,"domain_scores_codex":[0.9963602,0.0004587866,0.00180493,0.0004605774,0.0006672557,0.0002481849],"domain_scores_gemma":[0.9973519,0.0001926038,0.001372656,0.0004279536,0.0005825463,0.00007236466],"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":[8.399339e-8,0.00005578662,0.00001213862,0.8878797,0.00003442113,1.372928e-7,0.000304649,5.208011e-10,4.47876e-9,0.009084169,0.01395387,0.08867498],"study_design_scores_gemma":[0.00001182545,0.00000610983,0.000004866883,0.7175568,0.001191066,0.000008313343,0.00008858721,3.077914e-8,1.804618e-8,0.0002478642,0.2807005,0.0001840628],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000194627,0.9831804,0.00000108077,0.003638035,0.0009053434,0.006488922,0.00002495642,0.00005099622,0.005708335],"genre_scores_gemma":[0.000007175438,0.993962,0.0001671947,0.000361475,0.000241995,0.001374707,0.0006226242,0.00003318141,0.003229597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2667466,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469150779104178,"score_gpt":0.3753135323829674,"score_spread":0.3606220245919257,"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."}}