{"id":"W2908648818","doi":"","title":"\"It's Farcical!\": Theories, Models, and Recommendations to Improve Public Consultations During Ontario School Closure Reviews","year":2018,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Education Discipline and Inequality","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Closure (psychology); Medicine; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007419396,0.0001927155,0.0003729407,0.0002396895,0.001379908,0.0001140953,0.0003839309,0.0002617813,0.002128798],"category_scores_gemma":[0.0003215972,0.0002207326,0.000114129,0.0003958599,0.0002151798,0.0007648215,0.00008222128,0.0002937477,0.0001009362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003299578,"about_ca_system_score_gemma":0.001105991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3370746,"about_ca_topic_score_gemma":0.9654469,"domain_scores_codex":[0.9984822,0.0002706513,0.0002604816,0.0004205616,0.0002631184,0.0003029873],"domain_scores_gemma":[0.9982526,0.00006598426,0.000337869,0.0003263504,0.0006716462,0.0003455844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005231826,0.0001044007,0.001285938,0.0001415591,0.00006401769,6.579202e-7,0.9550031,9.458479e-7,0.0001315107,0.01408228,0.02732452,0.001808706],"study_design_scores_gemma":[0.0003787724,0.00006412849,0.00704933,0.0002258982,0.000124069,2.177435e-7,0.7995217,0.000005994305,0.00003898858,0.004031888,0.1881843,0.0003747068],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9527695,0.0001581999,0.0000339203,0.03277355,0.0005712793,0.0008480411,0.0001107081,0.00005060014,0.01268424],"genre_scores_gemma":[0.05867951,0.001582315,0.00454603,0.0001767449,0.0001871684,0.000009486922,0.0009889227,0.00002024957,0.9338096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9211254,"threshold_uncertainty_score":0.9999202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03925279580941082,"score_gpt":0.3043585834025302,"score_spread":0.2651057875931194,"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."}}