{"id":"W4387386802","doi":"10.3138/9781487542535-016","title":"Conclusion: The Future of Leading for Systemic Educational Transformationin Canada","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Biology","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":[0.00195159,0.0006606778,0.0004198384,0.001338148,0.01043117,0.01581095,0.001593471,0.004733971,0.0395989],"category_scores_gemma":[0.0021842,0.0002159986,0.0003970588,0.004235067,0.005117625,0.003583761,0.001892834,0.004020439,0.004459639],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07286464,"about_ca_system_score_gemma":0.2266728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.968551,"about_ca_topic_score_gemma":0.9868523,"domain_scores_codex":[0.9982221,0.0002043325,0.0000293676,0.0001387037,0.0007390718,0.0006664412],"domain_scores_gemma":[0.9982705,0.0001950039,0.00003602997,0.00004850763,0.0009820277,0.0004679283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001765243,0.00001915287,0.0006272258,0.0001642848,0.000003443362,0.0001212515,0.001869751,0.0004440336,0.00009681258,0.4112703,0.5340955,0.0512707],"study_design_scores_gemma":[0.000006966771,0.000006020401,0.0008551262,0.0003053913,0.000006107433,0.00004901088,0.004592154,0.0003063709,0.000151685,0.03130647,0.9623939,0.00002075926],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004631959,0.01466746,0.004380356,0.2325632,0.00481609,0.0001595706,0.0008376304,0.0003052406,0.7376384],"genre_scores_gemma":[0.062964,0.0136333,0.004346762,0.02239032,0.0004769842,0.00006751199,0.0003275368,0.0001212184,0.8956725],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9271353,"threshold_uncertainty_score":0.5286725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09883255913264864,"score_gpt":0.4146753138572781,"score_spread":0.3158427547246295,"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."}}