{"id":"W1554711039","doi":"","title":"Sociocultural and Constructivist Opportunities for Social, Authentic and Community-Building Online Resources for ESL Writing","year":2010,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sociocultural evolution; Social constructivism; Sociology; Pedagogy; Psychology; Anthropology","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":[0.009137343,0.0005675074,0.0001863887,0.002431898,0.005765208,0.01251347,0.001531645,0.001533965,0.01414179],"category_scores_gemma":[0.01568239,0.000439665,0.0004729452,0.001086567,0.0138907,0.0138545,0.01430242,0.002384455,0.001140702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693108,"about_ca_system_score_gemma":0.002818907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006586576,"about_ca_topic_score_gemma":0.002431916,"domain_scores_codex":[0.9908668,0.00754483,0.0001850321,0.0003066725,0.0007550329,0.0003417376],"domain_scores_gemma":[0.9871256,0.00904294,0.000465353,0.00174802,0.0005669101,0.00105105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008432646,0.000734976,0.004078779,0.0003020872,0.00002101407,0.0005436048,0.3268587,0.0005798167,0.00386085,0.5467265,0.006760099,0.1094492],"study_design_scores_gemma":[0.00008774038,0.0002215074,0.003725769,0.0005148376,0.00003658128,0.0009279352,0.2663723,0.003906775,0.00591777,0.4972295,0.2209903,0.00006909952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3101546,0.000842674,0.2080863,0.01951667,0.0004419073,0.0004866685,0.0001365265,0.001068397,0.4592662],"genre_scores_gemma":[0.9280445,0.0002366948,0.05404494,0.0004524417,0.00008213866,0.0003599462,0.00007273169,0.000281426,0.01642537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01414179,"threshold_uncertainty_score":0.04832351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1476071496262064,"score_gpt":0.4059703882324067,"score_spread":0.2583632386062004,"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."}}