{"id":"W2232946683","doi":"","title":"Educating the Educators: Reflections from a Mature Public Sector ISP","year":2000,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Information Technology Governance and Strategy","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Public sector; Public relations; Business; Political science; Pedagogy; Sociology","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":[0.02345067,0.0006634333,0.0006665311,0.001665911,0.04595055,0.02487274,0.00328547,0.01325069,0.0116265],"category_scores_gemma":[0.03524049,0.001056231,0.0006648787,0.001994824,0.01713948,0.01151716,0.0175738,0.04101638,0.001563899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01822594,"about_ca_system_score_gemma":0.05793079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05746456,"about_ca_topic_score_gemma":0.1409535,"domain_scores_codex":[0.9811563,0.008420377,0.0003859943,0.0009035142,0.00123669,0.00789709],"domain_scores_gemma":[0.9379294,0.01445962,0.001865776,0.001283471,0.008821304,0.03564043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001694322,0.002079367,0.01090686,0.0001787425,0.00001861416,0.004469127,0.8796384,0.0001137672,0.0007947017,0.01987796,0.04521187,0.03654115],"study_design_scores_gemma":[0.00002650856,0.0001907956,0.002936841,0.0002208218,0.0000131951,0.0002417485,0.8879008,0.00004387035,0.0003358648,0.001139402,0.1069268,0.00002343003],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5165313,0.002031774,0.002089924,0.3977806,0.003355685,0.0004377792,0.0001116833,0.00009961442,0.07756159],"genre_scores_gemma":[0.8167709,0.002213483,0.001437085,0.1227183,0.0006883398,0.0001872987,0.00006041606,0.0001826632,0.05574144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05746456,"threshold_uncertainty_score":0.132239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792462521223488,"score_gpt":0.2858113978059766,"score_spread":0.2578867725937418,"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."}}