{"id":"W1786287861","doi":"","title":"A New Image: Online Communities to Facilitate Teacher Professional Development","year":2006,"lang":"en","type":"article","venue":"The Journal of Technology and Teacher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":216,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Professional development; Educational technology; Professional learning community; Technology integration; Information and Communications Technology; Learning community; Perception; Faculty development; Sociology; Pedagogy; Knowledge management; Psychology; Computer science; World Wide Web","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":[0.0009111085,0.00006066267,0.00009183714,0.0002348472,0.0004073469,0.00001745031,0.0002287601,0.0000914928,0.0001203359],"category_scores_gemma":[0.00008933357,0.00004070956,0.0000167077,0.0002443792,0.0001372198,0.0001233256,0.00004339172,0.0004790547,0.000008720376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006132419,"about_ca_system_score_gemma":0.00115653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006653898,"about_ca_topic_score_gemma":0.001227494,"domain_scores_codex":[0.9993029,0.0001871954,0.0002033866,0.00003921739,0.0001389738,0.0001283712],"domain_scores_gemma":[0.9995693,0.00004571407,0.0001392918,0.00007940749,0.0001241192,0.00004216229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003870859,0.0004950258,0.02680705,0.000005760597,0.00002059121,4.887433e-7,0.0322268,0.000004639317,0.0005670436,0.003083995,0.02552792,0.911222],"study_design_scores_gemma":[0.0001654652,0.00006020222,0.06777357,0.00006834702,0.00002568687,0.0000215622,0.1334106,0.000002125198,0.0001656491,0.009277469,0.7889428,0.00008652294],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456578,0.0006531392,0.0004637378,0.05151709,0.0002303876,0.00007977123,3.199174e-7,0.00002493772,0.001372808],"genre_scores_gemma":[0.9342246,0.00003852522,0.02353099,0.00009583183,0.0003514749,0.000002417018,0.000003039969,0.000004909656,0.04174819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9111354,"threshold_uncertainty_score":0.3133025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03036411786454551,"score_gpt":0.34267502526842,"score_spread":0.3123109074038745,"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."}}