{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00005882401,0.000232328,0.0002296607,0.0001133047,0.0001394397,0.0001744531,0.001227945,0.0002278941,0.000006356716],"category_scores_gemma":[0.000007306505,0.0002836023,0.0002365497,0.00001498939,0.0001140742,0.0001930783,0.0007430725,0.0003098464,0.00004494138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001615481,"about_ca_system_score_gemma":0.0003661613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000290698,"about_ca_topic_score_gemma":4.992578e-7,"domain_scores_codex":[0.9989614,0.00001467418,0.0001232574,0.000489282,0.0002121224,0.0001992936],"domain_scores_gemma":[0.998801,0.00005300227,0.0001006095,0.0007578041,0.0001405167,0.0001470703],"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":[0.000001508102,0.00000473365,2.228743e-7,0.0000217748,0.00003366086,0.00002293422,0.00003863805,2.589932e-7,4.861311e-7,0.616627,0.3797677,0.003481076],"study_design_scores_gemma":[0.000146924,0.00001223699,0.000004554972,0.0000770808,0.00003035098,0.000003254954,0.00001861408,0.0001693064,0.00003010308,0.00007888489,0.9991623,0.0002663469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00000215616,0.00009430203,0.009047253,0.0001017264,0.0009731759,0.0001744668,0.00006880719,0.0002054775,0.9893326],"genre_scores_gemma":[0.0000866835,0.00005879098,0.0006941901,0.0003729944,0.00005862356,4.27668e-7,0.00001553937,0.00001032535,0.9987024],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6193946,"threshold_uncertainty_score":0.9999616,"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."}}