{"id":"W207768098","doi":"","title":"How British Columbia school district superintendents manage data","year":2009,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Library science; Data science; Mathematics education; Political science; Computer science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01302231,0.0004068185,0.000436609,0.003525747,0.01793664,0.01567232,0.004264584,0.001402054,0.008687107],"category_scores_gemma":[0.03757753,0.00110065,0.0002855506,0.007775712,0.006132995,0.005411346,0.005792442,0.002248114,0.00218502],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06101574,"about_ca_system_score_gemma":0.1187715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9229491,"about_ca_topic_score_gemma":0.948882,"domain_scores_codex":[0.9726018,0.01033245,0.0009987642,0.002640556,0.007130957,0.00629546],"domain_scores_gemma":[0.95407,0.0101026,0.002303342,0.003586846,0.01841543,0.01152173],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001167586,0.0002822427,0.1399391,0.0004844282,0.00008426164,0.001930333,0.4406866,0.001485947,0.002530887,0.02230821,0.1508495,0.2393018],"study_design_scores_gemma":[0.00001806733,0.00004753195,0.07454018,0.0003528442,0.00003027022,0.0001370607,0.5387669,0.0009680315,0.0005066189,0.00210455,0.3824186,0.0001093372],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7505982,0.002606428,0.008121327,0.05173752,0.0002822224,0.001258094,0.001507856,0.0006570611,0.1832313],"genre_scores_gemma":[0.922826,0.001570313,0.007462479,0.002981688,0.0000349945,0.0003693856,0.001251947,0.000195013,0.06330821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9389843,"threshold_uncertainty_score":0.4427022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04848202555623104,"score_gpt":0.3051642214150679,"score_spread":0.2566821958588368,"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."}}