{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002772924,0.0004518057,0.0001959912,0.001370445,0.003038378,0.005598538,0.001718732,0.002612814,0.01624555],"category_scores_gemma":[0.007008712,0.0003093808,0.000543474,0.0005668981,0.002697174,0.01228412,0.009628395,0.002794321,0.004352865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009616911,"about_ca_system_score_gemma":0.002257783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495596,"about_ca_topic_score_gemma":0.003341709,"domain_scores_codex":[0.9982409,0.0007419537,0.00005031226,0.0001515814,0.0006143778,0.000200764],"domain_scores_gemma":[0.99507,0.001016418,0.0002178209,0.0007405864,0.0007365627,0.002218717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001273551,0.0005144518,0.001929037,0.0004721276,0.00001947956,0.000597858,0.01908829,0.0004132591,0.005531944,0.1122021,0.2602958,0.5988085],"study_design_scores_gemma":[0.00007074959,0.0002028318,0.00128963,0.0002552665,0.0000212135,0.0008394878,0.006329056,0.002016065,0.001854711,0.03486678,0.9522017,0.00005258556],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0500218,0.004800441,0.3198735,0.09994252,0.01213388,0.001440933,0.0005166705,0.01387215,0.497398],"genre_scores_gemma":[0.3131447,0.003851352,0.4117851,0.01896998,0.003996589,0.00160749,0.001014226,0.002886847,0.2427437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01624555,"threshold_uncertainty_score":0.05434674,"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."}}