{"id":"W2480707945","doi":"10.1017/cbo9780511803642.005","title":"Programming with R","year":2007,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Data Analysis with R","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001786493,0.0004032636,0.0004115636,0.0003863178,0.000186675,0.0001887993,0.002066817,0.0002583115,0.000001875957],"category_scores_gemma":[0.000004016443,0.0004074958,0.0001718291,0.00003080365,0.0002204275,0.0003279703,0.0009466152,0.0004816705,0.00003646559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853979,"about_ca_system_score_gemma":0.0001523867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001088915,"about_ca_topic_score_gemma":0.00001265181,"domain_scores_codex":[0.9980011,0.00002193766,0.000182051,0.000834394,0.0005428522,0.0004176537],"domain_scores_gemma":[0.9977165,0.00005375899,0.0002861692,0.001476638,0.0002218091,0.0002451205],"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":[0.00002367862,0.000007953249,0.000002523012,0.00003060182,0.0001944855,0.001265013,0.00002782068,0.000002015983,0.000002334079,0.965672,0.007794562,0.02497707],"study_design_scores_gemma":[0.0003302769,0.00007767903,0.00000724082,0.0001217141,0.0001832625,0.00004690416,0.00000796399,0.0002919641,0.000084418,0.000004880142,0.9983284,0.0005152309],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004388889,0.00005060685,0.1956219,0.00001132899,0.00007789668,0.0002510629,0.00003142337,0.0003009935,0.8036504],"genre_scores_gemma":[0.0001141644,0.00001406478,0.01841485,0.00008173261,0.00007377806,4.214762e-7,0.00004337713,0.00003514958,0.9812225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9905339,"threshold_uncertainty_score":0.9998377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751806421155302,"score_gpt":0.2078738451176718,"score_spread":0.1803557809061188,"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."}}