{"id":"W4413026652","doi":"10.1017/9781009340267.015","title":"Parkdale 2024","year":2025,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001024015,0.0004353601,0.0002055557,0.0007655523,0.00184746,0.00315646,0.0005289078,0.0009621177,0.453031],"category_scores_gemma":[0.0004437397,0.0002443646,0.0002063081,0.0009281986,0.0005935291,0.002169243,0.001432603,0.001817741,0.1795999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001374513,"about_ca_system_score_gemma":0.0008828389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01289411,"about_ca_topic_score_gemma":0.06957935,"domain_scores_codex":[0.9998499,0.00001183766,0.000003964976,0.00004434006,0.00006519916,0.00002477635],"domain_scores_gemma":[0.9999034,0.0000161177,0.000004997119,0.00001332603,0.00003940251,0.00002263339],"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":[0.00002045463,0.00001622633,0.0001524584,0.0001130305,0.000002431724,0.0001761158,0.0008662022,0.00007211735,0.0005967093,0.1439135,0.733908,0.1201627],"study_design_scores_gemma":[4.839705e-7,0.000001621124,0.00006862182,0.00001711687,2.921895e-7,0.00003344227,0.00007322785,0.000007160698,0.00003874313,0.0005696951,0.9991886,8.992528e-7],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003229984,0.001081726,0.0003034336,0.0004768066,0.0003228716,0.000008250531,0.0001989127,0.00009264878,0.9971923],"genre_scores_gemma":[0.001641079,0.0004013627,0.0001211024,0.0001302796,0.00002131977,0.000006900412,0.0001072505,0.00005786329,0.9975129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.453031,"threshold_uncertainty_score":0.7801849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01735645443326912,"score_gpt":0.204122107757646,"score_spread":0.1867656533243768,"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."}}