{"id":"W2271890137","doi":"","title":"Telecollaboration for teacher professional development: a case study","year":2009,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Professional development; Pedagogy; Mathematics education; Sociology; Public relations; Medical education; Psychology; Political science; Medicine","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":[0.001072642,0.0002099306,0.0001804151,0.0004866248,0.001278755,0.0002377779,0.000522367,0.000507489,0.0002738251],"category_scores_gemma":[0.000805979,0.0002221511,0.0001430891,0.0006630225,0.0001950807,0.001534645,0.00002790059,0.0003379259,0.00003527258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006320983,"about_ca_system_score_gemma":0.003060862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008866488,"about_ca_topic_score_gemma":0.0003937656,"domain_scores_codex":[0.9982947,0.00004903695,0.0006748486,0.0002982605,0.0003597817,0.000323377],"domain_scores_gemma":[0.9964579,0.00006664304,0.0004817517,0.0002446231,0.002667977,0.00008113011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004591915,0.002075498,0.009604852,0.00001797166,0.0001331448,3.825475e-7,0.1106428,0.000002684742,0.00009721469,0.4765912,0.04182601,0.3589623],"study_design_scores_gemma":[0.0009828946,0.0001846732,0.001540486,0.00002742067,0.00004164467,0.000025867,0.5120739,0.0005778898,0.0003351705,0.01525317,0.4686324,0.0003245609],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8587759,0.00005804679,0.05334059,0.06028632,0.004565785,0.00610593,0.00003891329,0.001190205,0.01563834],"genre_scores_gemma":[0.9633515,0.00001234943,0.02229519,0.0009339481,0.0002889045,0.00269272,0.0004149186,0.00001076203,0.009999667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.461338,"threshold_uncertainty_score":0.983528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03085986320106585,"score_gpt":0.3860218581708806,"score_spread":0.3551619949698147,"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."}}