{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001687312,0.00007762689,0.00008340522,0.00002669544,0.0001697218,0.00005754096,0.0001811275,0.0001356547,0.1871788],"category_scores_gemma":[0.0002721107,0.00007692197,0.00005075016,0.00001478953,0.0001021034,0.0001142151,0.00001873536,0.0001697817,0.06023447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004467336,"about_ca_system_score_gemma":0.000370828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002099779,"about_ca_topic_score_gemma":0.0007493939,"domain_scores_codex":[0.9993907,0.00002210367,0.00008527932,0.0001466533,0.0002668701,0.00008838137],"domain_scores_gemma":[0.9994304,0.0001727319,0.00007279093,0.00007086674,0.0001481254,0.0001050598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001074931,0.000002603533,0.000007005612,0.000004677475,0.00001693626,5.957156e-7,0.001964236,5.219248e-9,6.708092e-8,0.6495295,0.3465096,0.001963662],"study_design_scores_gemma":[0.00001630034,0.000005623334,0.00000403614,0.0000117088,0.00001875437,2.758249e-8,0.001064604,6.389909e-8,4.849729e-7,0.06361753,0.9351712,0.00008964359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.932491e-7,0.0002842953,0.000005146512,0.02861319,0.001072248,0.00009038601,0.000003064291,0.00005206753,0.9698794],"genre_scores_gemma":[0.0002160831,0.0002474616,0.0001823513,0.0020538,0.00247433,0.000002134138,0.00001481946,0.00001147571,0.9947975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5886616,"threshold_uncertainty_score":0.9404972,"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."}}