{"id":"W2131523089","doi":"10.1111/j.1467-9639.2009.00336.x","title":"The Obsolescence of Computational Formulae","year":2009,"lang":"en","type":"article","venue":"Teaching Statistics","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Obsolescence; Computer science; Econometrics; Mathematical economics; Statistical analysis; Mathematics education; Calculus (dental); Statistics; Mathematics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009727454,0.00008864519,0.0001408944,0.00003123959,0.0002640239,0.00003137626,0.0001914075,0.00002787403,0.00001891306],"category_scores_gemma":[0.00818244,0.00006359252,0.00002505351,0.00004784408,0.00009337527,0.00002636544,0.00001732769,0.0001860102,0.000008027151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002633339,"about_ca_system_score_gemma":0.00007211832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005912542,"about_ca_topic_score_gemma":0.000003305419,"domain_scores_codex":[0.9990059,0.0001852756,0.0003222278,0.00009972119,0.0002279197,0.0001589693],"domain_scores_gemma":[0.99273,0.00671394,0.0001998216,0.0001978269,0.0001221397,0.00003624714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007608493,0.00005067922,0.00006573468,0.00001542299,0.000007662775,7.329368e-7,0.00071346,0.00005173084,0.00003530263,0.889553,0.04852554,0.06097317],"study_design_scores_gemma":[0.0001255568,0.00005959456,0.00595487,0.00001935287,0.00001862436,0.000005006125,0.0002988579,0.002780825,0.00007455137,0.9879283,0.00265721,0.00007726788],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003418217,0.00003567931,0.9933229,0.0003668443,0.0002968102,0.0001068452,0.00015027,0.00005498387,0.002247417],"genre_scores_gemma":[0.2377766,0.00001015466,0.7612877,0.000107419,0.00003238725,0.000001960408,0.00001694246,0.000006597633,0.0007602166],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2343584,"threshold_uncertainty_score":0.9795737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337634508422933,"score_gpt":0.4491605246730133,"score_spread":0.31539707383072,"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."}}