{"id":"W2054734636","doi":"10.1007/s11199-009-9687-4","title":"Social Interaction During Computer-based Activities: Comparisons by Number of Sessions, Gender, School-level, Gender Composition of the Group, and Computer-child Ratio","year":2009,"lang":"en","type":"article","venue":"Sex Roles","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; University of Guelph; Brock University","funders":"","keywords":"Psychology; Developmental psychology; Computer-supported collaborative learning; Mathematics education; Collaborative learning","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":[0.0001248507,0.0001180893,0.000217341,0.0000636993,0.0005663499,0.0000590804,0.0001702593,0.0001184358,0.0000215121],"category_scores_gemma":[0.000007687742,0.0001030007,0.00006716947,0.0001699887,0.0002331476,0.0002529549,0.00006856518,0.0001692073,0.000001368153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006578215,"about_ca_system_score_gemma":0.00005911616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006304339,"about_ca_topic_score_gemma":0.00007290965,"domain_scores_codex":[0.9989951,0.0001305469,0.0002594642,0.0001825756,0.0002598308,0.000172517],"domain_scores_gemma":[0.9995297,0.0000745595,0.0002127352,0.0001014465,0.00003682182,0.00004479415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005607278,0.004271666,0.6050524,0.0003918891,0.000538284,0.000007445226,0.05146032,0.0005656652,0.03325231,0.1431241,0.07707954,0.08369569],"study_design_scores_gemma":[0.003588578,0.0001728748,0.9279646,0.0003682789,0.00008389114,0.00002246046,0.01363384,0.004107337,0.03595112,0.006363096,0.006857424,0.0008864784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835345,0.0000537015,0.01165543,0.001094367,0.0001456099,0.0001953934,0.00002307497,0.0000792709,0.003218611],"genre_scores_gemma":[0.9984847,0.00001494546,0.001143044,0.0001719006,0.0001175923,0.000002465521,0.00002604071,0.000005903356,0.000033437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3229122,"threshold_uncertainty_score":0.4355963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02668520208578524,"score_gpt":0.301526793824088,"score_spread":0.2748415917383028,"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."}}