{"id":"W2270310326","doi":"10.1007/978-94-6209-932-6_10","title":"New Technologies and Leadership Challenges for Teacher Education","year":2014,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Active listening; Officer; Public relations; Task (project management); Social media; Management; Political science; Sociology; Economics; Law","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005287324,0.0003659457,0.0004501735,0.0004640155,0.0005066664,0.0002338081,0.0004263993,0.001281946,0.00006082049],"category_scores_gemma":[0.0007833353,0.0003855965,0.0001190814,0.00002982455,0.00115838,0.0001396474,0.0001053399,0.0005360413,0.0000239807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002935317,"about_ca_system_score_gemma":0.001226711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000198067,"about_ca_topic_score_gemma":0.001909141,"domain_scores_codex":[0.9982085,0.00003310087,0.0002958543,0.0006765237,0.000296773,0.0004891959],"domain_scores_gemma":[0.9985056,0.0002544219,0.0003222006,0.0005032654,0.0002982928,0.0001162373],"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":[0.000003904514,0.000002769007,0.00000218737,0.00003880311,0.00003321437,1.010165e-7,0.004559692,9.016951e-9,0.000003234582,0.3215715,0.1858922,0.4878924],"study_design_scores_gemma":[0.000111974,0.00004041725,0.00001787889,0.0001025318,0.00005392405,0.000001603623,0.04072554,1.38867e-7,0.00002642887,0.1746303,0.7839659,0.0003234025],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000284275,0.0126604,0.0002620789,0.02669698,0.001331658,0.0009432901,0.000004297293,0.00254747,0.9555254],"genre_scores_gemma":[0.004236234,0.0006757603,0.003011767,0.000290308,0.0008641109,0.0001194762,0.000009597959,0.00007657625,0.9907162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5980737,"threshold_uncertainty_score":0.9998596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1290264704527657,"score_gpt":0.3170970521844286,"score_spread":0.1880705817316629,"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."}}