{"id":"W4385745469","doi":"10.59962/9780774850025-002","title":"Acknowledgments","year":2007,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Chaos, Complexity, and Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Waterloo; Agriculture and Agri-Food Canada; University of British Columbia; McGill University","keywords":"Political 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":[0.006077148,0.001269661,0.001252599,0.002254427,0.002900359,0.005125851,0.003247013,0.002367559,0.3634822],"category_scores_gemma":[0.02336863,0.0004569752,0.001028977,0.001875553,0.000878689,0.003505843,0.005478155,0.003580665,0.2423926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003799984,"about_ca_system_score_gemma":0.007840335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005192225,"about_ca_topic_score_gemma":0.007046532,"domain_scores_codex":[0.9932806,0.001402697,0.0004178179,0.001255752,0.003050774,0.0005922904],"domain_scores_gemma":[0.9805355,0.001583891,0.0005857258,0.001450442,0.01265548,0.003188967],"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":[0.0001197501,0.00003217153,0.000982282,0.0003520655,0.00001581823,0.0002851434,0.0006515089,0.0001412291,0.0006261764,0.007412469,0.9308095,0.05857183],"study_design_scores_gemma":[0.0000143173,0.00001692952,0.0005033234,0.0002483571,0.00001094423,0.0002360304,0.0005275485,0.00008827166,0.0002920931,0.002040244,0.9960095,0.00001243211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009135678,0.0142982,0.0329848,0.1227328,0.1079781,0.002238763,0.06167986,0.007599732,0.641352],"genre_scores_gemma":[0.04991754,0.008245117,0.03042301,0.04057893,0.009784571,0.002216984,0.04489819,0.004882979,0.8090526],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6365178,"threshold_uncertainty_score":0.9079154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04781898929649624,"score_gpt":0.2180298304762477,"score_spread":0.1702108411797515,"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."}}