{"id":"W796822864","doi":"","title":"Telecollaboration, a mean to foster teacher professional development","year":2009,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Practices and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Professional development; Pedagogy; Psychology; Mathematics education; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000363604,0.0001451524,0.0001535841,0.0005725893,0.0005304715,0.00007974567,0.0002704379,0.0001404095,0.001406419],"category_scores_gemma":[0.0009690062,0.000134577,0.00001414908,0.001003349,0.0002312578,0.0001852343,0.00003244093,0.0003166121,0.0002241899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001198417,"about_ca_system_score_gemma":0.003324005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003017748,"about_ca_topic_score_gemma":0.005333329,"domain_scores_codex":[0.9986237,0.00008567529,0.0002425656,0.0003060925,0.000405718,0.0003362445],"domain_scores_gemma":[0.9986317,0.0004208577,0.0001056403,0.0001554196,0.0004464047,0.0002399992],"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":[0.00001241699,0.0002838297,0.003915178,0.000002773419,0.000009162554,4.670446e-7,0.02726293,1.841397e-7,0.0001128963,0.9102259,0.0482645,0.009909823],"study_design_scores_gemma":[0.0001663612,0.00006812964,0.03991471,0.00006707187,0.000009077183,0.000002016049,0.003545714,0.000002246472,0.0003227569,0.7403442,0.2152976,0.0002600675],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05018354,0.0001128233,0.000006555649,0.9241529,0.001732781,0.0003049166,0.000003685954,0.00006755207,0.02343531],"genre_scores_gemma":[0.9694842,0.00006329018,0.002173985,0.0051651,0.001059483,0.0001900343,0.00003364673,0.00000726751,0.02182303],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9193006,"threshold_uncertainty_score":0.9995064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04448441944664072,"score_gpt":0.361681727913913,"score_spread":0.3171973084672722,"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."}}