{"id":"W4413068309","doi":"10.1007/978-3-031-84560-4_5","title":"Lists","year":2025,"lang":"en","type":"book-chapter","venue":"Texts in computer science","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006032633,0.001553403,0.001618893,0.007342611,0.002270644,0.006539045,0.002350337,0.001698739,0.9531736],"category_scores_gemma":[0.004468592,0.0007824607,0.0008404784,0.006915638,0.0005518758,0.004694839,0.002596211,0.001648687,0.9439985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158018,"about_ca_system_score_gemma":0.001702763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00248162,"about_ca_topic_score_gemma":0.005756435,"domain_scores_codex":[0.9993017,0.00007827377,0.0000446445,0.0001405476,0.0003649281,0.00006999933],"domain_scores_gemma":[0.997564,0.000533112,0.0001105104,0.0003349034,0.001012111,0.0004454103],"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":[0.00001836625,0.00002122156,0.00005023155,0.0001747219,0.000002303586,0.00001838623,0.00002991595,0.00003928786,0.000168554,0.005019472,0.9401223,0.05433533],"study_design_scores_gemma":[0.000006865211,0.00000645104,0.00008452027,0.00009286588,0.000001762864,0.00002059136,0.00002727072,0.00002462415,0.00009743441,0.001947064,0.9976853,0.000005208184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002032584,0.0008373683,0.001476968,0.0009909917,0.001768192,0.0001674823,0.02099874,0.002764623,0.9707925],"genre_scores_gemma":[0.0003319769,0.0003428457,0.0004706443,0.0003042704,0.0002346229,0.00006727356,0.007340389,0.000738865,0.9901692],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9531736,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1964099289862484,"score_gpt":0.4345435930054252,"score_spread":0.2381336640191767,"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."}}