{"id":"W4206117858","doi":"10.1108/978-1-80043-141-620221013","title":"Multistakeholder Networks and Evidence-Informed Practice in Education: A Case from Ontario","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Accountability; Public relations; Indigenous; Context (archaeology); Equity (law); Knowledge management; Political science; Plan (archaeology); Geography; Computer science","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":[0.008944499,0.0002524992,0.0002939813,0.00105349,0.02364789,0.006822788,0.001875296,0.003015134,0.005697622],"category_scores_gemma":[0.01219026,0.0003448907,0.000292998,0.002983473,0.01607668,0.003576093,0.006656151,0.002429084,0.0003757642],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09455352,"about_ca_system_score_gemma":0.1036125,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8758764,"about_ca_topic_score_gemma":0.95363,"domain_scores_codex":[0.9903594,0.004568711,0.0002293642,0.0004959256,0.002238642,0.002107835],"domain_scores_gemma":[0.9882544,0.006686162,0.0005660669,0.0005687027,0.001567224,0.002357379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005557328,0.0001231175,0.01262837,0.0002905058,0.00001624383,0.01639003,0.5328009,0.001723144,0.0005618315,0.3579471,0.01932016,0.05814321],"study_design_scores_gemma":[0.00003526536,0.00007463113,0.0113234,0.0006991453,0.00002139688,0.001707796,0.3670141,0.002231229,0.0004095598,0.02544786,0.590986,0.00004965047],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3915492,0.004162722,0.009736381,0.06479368,0.0002628532,0.0005664125,0.0001724097,0.00006475946,0.5286915],"genre_scores_gemma":[0.9425824,0.001560988,0.003619006,0.001400114,0.00002329879,0.0001258908,0.00004797253,0.00002385854,0.05061648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9054465,"threshold_uncertainty_score":0.6860371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2236424883130595,"score_gpt":0.4372629595225628,"score_spread":0.2136204712095034,"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."}}