{"id":"W4385502622","doi":"","title":"R Basics with Tabular Data","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01843725,0.004023695,0.003205581,0.006491018,0.001463682,0.006382206,0.006054276,0.003494678,0.2802254],"category_scores_gemma":[0.1405625,0.00434555,0.003852176,0.006469611,0.002478243,0.006439353,0.004806225,0.007430817,0.2550613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693453,"about_ca_system_score_gemma":0.005210095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00233313,"about_ca_topic_score_gemma":0.003118367,"domain_scores_codex":[0.9836171,0.007849979,0.002010742,0.002307985,0.003663309,0.0005509164],"domain_scores_gemma":[0.9152259,0.05623282,0.004949971,0.01365866,0.008366798,0.001565812],"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":[0.000155483,0.00003303098,0.000556764,0.002694832,0.0001794075,0.0002388846,0.0003440183,0.001460491,0.001234592,0.01723991,0.9276987,0.04816391],"study_design_scores_gemma":[0.0001860746,0.00004443933,0.0006859141,0.0008248048,0.00005699868,0.0004290229,0.00008748925,0.003547051,0.002270996,0.07012262,0.9216031,0.0001416051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0008333151,0.002031188,0.5203196,0.005578504,0.003211328,0.001332124,0.09573079,0.3422649,0.02869826],"genre_scores_gemma":[0.01075305,0.002791369,0.6681126,0.006657205,0.001585758,0.008368277,0.06494613,0.2110579,0.02572765],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2802254,"threshold_uncertainty_score":0.9374473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3345987079458798,"score_gpt":0.5522463715595611,"score_spread":0.2176476636136814,"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."}}