{"id":"W1504512885","doi":"","title":"Beyond the Elementary Classroom Walls: Exploring the Ways Participation within Web 2.0 Spaces are Reshaping Pedagogy","year":2013,"lang":"en","type":"article","venue":"Journal of educational multimedia and hypermedia","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Pedagogy; Technology integration; Computer-mediated communication; Sociology; Mathematics education; Multimedia; Educational technology; Computer science; Psychology; World Wide Web; The Internet","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":[0.0009269822,0.0001410425,0.0001955001,0.0001115534,0.0008094021,0.00007424245,0.0002220649,0.00006685949,0.0009059403],"category_scores_gemma":[0.001055818,0.00007865564,0.0000641208,0.0001362368,0.0001770121,0.0006450186,0.00004358153,0.0006285936,0.0002212843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236277,"about_ca_system_score_gemma":0.0007635351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001309744,"about_ca_topic_score_gemma":0.0002105605,"domain_scores_codex":[0.9982297,0.0002163534,0.0006999926,0.0001416772,0.0003958415,0.000316376],"domain_scores_gemma":[0.9954208,0.003022149,0.0007271733,0.000164544,0.0004600777,0.0002052576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001026481,0.0004910216,0.5971566,0.0001623858,0.0002212724,0.000001788293,0.1096001,0.0001316571,0.00156946,0.003561191,0.2529386,0.03406338],"study_design_scores_gemma":[0.0007559604,0.0001144582,0.8572593,0.0003543943,0.0001313924,0.00001969767,0.0859111,0.001313758,0.00007643038,0.009656761,0.04418612,0.0002206807],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9347765,0.001385423,0.00001077185,0.05690765,0.005350922,0.0003538032,0.000006768373,0.00000802057,0.001200071],"genre_scores_gemma":[0.9909303,0.0003917599,0.0009845978,0.002329313,0.00415658,0.0002436234,0.00001805956,0.00001983599,0.0009259644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2601027,"threshold_uncertainty_score":0.991941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1141916318668277,"score_gpt":0.3885126592533814,"score_spread":0.2743210273865537,"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."}}