{"id":"W4391348160","doi":"10.51644/9781771123761-001","title":"Acknowledgements","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005849487,0.0008450663,0.001179551,0.002336674,0.002260925,0.003555492,0.002505162,0.001175293,0.3380128],"category_scores_gemma":[0.04860555,0.0003096909,0.0005325173,0.001915382,0.0009534831,0.002304486,0.004580345,0.003743092,0.2334035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00394611,"about_ca_system_score_gemma":0.006868603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008144006,"about_ca_topic_score_gemma":0.01027906,"domain_scores_codex":[0.9910546,0.001824822,0.0004434142,0.0008472771,0.005353231,0.0004768148],"domain_scores_gemma":[0.9418657,0.00503068,0.001469107,0.002760855,0.04221348,0.006660279],"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":[0.00004005224,0.00001410815,0.0002984134,0.000175132,0.000003595086,0.0001333021,0.0007837079,0.00006360669,0.0003890786,0.008134597,0.9598658,0.03009854],"study_design_scores_gemma":[0.000004233953,0.000005127038,0.0002841382,0.0001053375,0.000002162059,0.0001270966,0.000442801,0.00004299843,0.00009182608,0.00125351,0.997635,0.000005763477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005707364,0.009886621,0.02242028,0.17681,0.1221015,0.001745215,0.04372687,0.00422172,0.6133804],"genre_scores_gemma":[0.01943578,0.002878927,0.01083294,0.01931591,0.006419878,0.001055205,0.01513042,0.002823448,0.9221076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6619872,"threshold_uncertainty_score":0.9442443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1556503806248063,"score_gpt":0.3839755732600786,"score_spread":0.2283251926352723,"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."}}