{"id":"W2286704658","doi":"","title":"The use of collaborative technologies to facilitate teacher support and professional development","year":2003,"lang":"en","type":"article","venue":"","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Professional development; Knowledge management; Medical education; Computer 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":[0.0003526409,0.00003645004,0.00004253531,0.00004192536,0.0003603644,0.0000213489,0.00006593215,0.0000677007,0.00007621625],"category_scores_gemma":[0.001161984,0.00002160908,0.000005227044,0.0002333127,0.0002911857,0.00007271679,0.00001488734,0.00005681971,0.00001299891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003134211,"about_ca_system_score_gemma":0.0003851777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005348312,"about_ca_topic_score_gemma":0.002554813,"domain_scores_codex":[0.9995537,0.00006843715,0.0001033119,0.00007689615,0.0001044552,0.00009319398],"domain_scores_gemma":[0.9996196,0.0001101198,0.00003142821,0.00006568556,0.0001551269,0.00001802188],"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":[0.000005736403,0.00005821172,0.02709044,0.000001412875,0.00001404869,1.340382e-7,0.04622777,2.724348e-7,0.0002428874,0.8331385,0.04453339,0.0486872],"study_design_scores_gemma":[0.00002961903,0.00001465908,0.00200323,0.000002586878,8.687404e-7,1.042358e-7,0.12459,3.753798e-7,0.004853745,0.001575547,0.8668967,0.0000324775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913515,0.00005970812,0.0004056518,0.04563649,0.0003841698,0.0006508105,0.000002825444,0.000226312,0.03911907],"genre_scores_gemma":[0.9047432,0.00003484399,0.008122837,0.0001029614,0.000001668389,0.00006582815,8.130878e-7,0.000001527713,0.08692633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8315629,"threshold_uncertainty_score":0.2771668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09809449741107003,"score_gpt":0.3553325449461731,"score_spread":0.2572380475351031,"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."}}