{"id":"W1565578254","doi":"","title":"Networked learning communities’ online activity, pre-service education and professional development","year":2007,"lang":"en","type":"article","venue":"E-Learn: World Conference on E-Learning in Corporate, Government, Healthcare, and Higher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi; Université du Québec à Montréal; Université Laval","funders":"","keywords":"Professional development; Service (business); Public relations; Business; Knowledge management; Internet privacy; Medical education; Computer science; Medicine; Marketing; Political science","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":[0.002592484,0.0001297522,0.0001361361,0.001443145,0.002974724,0.004315391,0.000568476,0.0009787616,0.01408451],"category_scores_gemma":[0.007578181,0.0001274561,0.0001523341,0.001067028,0.001288387,0.003692714,0.004317223,0.0006510511,0.001011596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422306,"about_ca_system_score_gemma":0.002708432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002250151,"about_ca_topic_score_gemma":0.009618905,"domain_scores_codex":[0.9984499,0.0008161573,0.00005425273,0.0001690334,0.0003027178,0.0002079525],"domain_scores_gemma":[0.9940084,0.001904981,0.0004615139,0.000379329,0.0006378763,0.002607866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003765381,0.002193105,0.1101078,0.0002944313,0.00004781907,0.0004909152,0.09362603,0.0005717168,0.002751127,0.08109026,0.0148749,0.6935753],"study_design_scores_gemma":[0.0001663669,0.0009341738,0.2658482,0.0006363769,0.0000781893,0.001374919,0.210261,0.005150182,0.00430748,0.07587877,0.435275,0.00008946811],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6560028,0.0009458513,0.003990469,0.00504703,0.000209109,0.0001125926,0.00008519281,0.00008846873,0.3335185],"genre_scores_gemma":[0.9855553,0.0001480484,0.001072938,0.0001018296,0.00003003518,0.00002387597,0.00003755927,0.00001251514,0.01301785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01408451,"threshold_uncertainty_score":0.04711741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08430105575475923,"score_gpt":0.3637959991309958,"score_spread":0.2794949433762366,"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."}}