{"id":"W1587756697","doi":"","title":"Supporting Learner-Centered ICT Integration: The Influence of Collaborative and Needs-Based Professional Development.","year":2009,"lang":"en","type":"article","venue":"The Journal of Technology and Teacher Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Technology integration; Information and Communications Technology; Professional development; Faculty development; Educational technology; Pedagogy; Mathematics education; 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":[0.003663345,0.0002489015,0.0001946087,0.0004484195,0.0007173297,0.003167382,0.0006774983,0.0008657636,0.004724948],"category_scores_gemma":[0.03422136,0.000188446,0.0001535618,0.000273681,0.0005676743,0.002260298,0.003971591,0.0007953558,0.0008258055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004743586,"about_ca_system_score_gemma":0.002748454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155816,"about_ca_topic_score_gemma":0.001773591,"domain_scores_codex":[0.9969504,0.001829819,0.0000801124,0.0002008517,0.0006095418,0.0003292797],"domain_scores_gemma":[0.9817976,0.01258271,0.001126169,0.0008671387,0.001117538,0.002508931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001836546,0.006054263,0.06635876,0.0007492937,0.0001660248,0.0007794079,0.02531318,0.002608424,0.03114899,0.01620752,0.01074153,0.8380361],"study_design_scores_gemma":[0.002443251,0.009117072,0.326159,0.002926651,0.001459281,0.003079863,0.0940983,0.1041675,0.1233285,0.1410079,0.1918588,0.0003538088],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9131835,0.0008083141,0.01853077,0.004287628,0.0001236332,0.0001595612,0.00006515368,0.0003133336,0.0625282],"genre_scores_gemma":[0.9926503,0.0001556855,0.005676322,0.0001120266,0.00001400333,0.00004095955,0.00002554593,0.00002539654,0.001299785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004724948,"threshold_uncertainty_score":0.01937383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01248632672138843,"score_gpt":0.3555004995333201,"score_spread":0.3430141728119316,"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."}}