{"id":"W2231140843","doi":"","title":"Teacher development through participation in a virtual community of support and communication","year":2010,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Public relations; Pedagogy; Knowledge management; Computer science; Sociology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009012069,0.0001134992,0.000125018,0.0002099688,0.0001900833,0.00009436566,0.0008438462,0.0001768244,0.00003958975],"category_scores_gemma":[0.0002735163,0.0001224609,0.00005046068,0.0002836293,0.0002175658,0.001320366,0.0003153086,0.000557415,0.00001449078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009062841,"about_ca_system_score_gemma":0.0003223961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008100389,"about_ca_topic_score_gemma":0.0001225921,"domain_scores_codex":[0.9990145,0.00004744148,0.0004969096,0.0001267115,0.0001735018,0.00014094],"domain_scores_gemma":[0.9986362,0.00007001441,0.000334868,0.0004075144,0.0005239973,0.00002734538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006518197,0.0004154585,0.01277027,0.00003550051,0.0000404219,8.967882e-9,0.0416171,0.00001107076,0.0002384961,0.7452695,0.001463207,0.1981324],"study_design_scores_gemma":[0.004422101,0.0006032331,0.140482,0.000352626,0.00007115452,0.00001985148,0.1477048,0.09294039,0.01403427,0.1184898,0.4794377,0.001442087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6775903,0.00002835952,0.2906306,0.009140202,0.0006134941,0.0006269408,0.000004934716,0.0002463236,0.02111885],"genre_scores_gemma":[0.9352322,0.00001995912,0.06355441,0.0002292579,0.00001372857,0.0003133987,0.0001246699,0.000004209147,0.0005081673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6267797,"threshold_uncertainty_score":0.499381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771736628244943,"score_gpt":0.3272310574650666,"score_spread":0.2995136911826172,"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."}}