{"id":"W2508444389","doi":"10.1017/cbo9780511803642.002","title":"Getting started","year":2007,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Data Analysis with R","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001040228,0.001089219,0.0007739983,0.001150974,0.001954679,0.007601368,0.001333225,0.002516936,0.3072173],"category_scores_gemma":[0.00564916,0.0005292232,0.0009963034,0.001208843,0.001038141,0.007784299,0.006162408,0.007302269,0.2793314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008453086,"about_ca_system_score_gemma":0.001346748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001017599,"about_ca_topic_score_gemma":0.002850519,"domain_scores_codex":[0.9987838,0.0002108495,0.00003527861,0.0002463463,0.0005820058,0.0001418337],"domain_scores_gemma":[0.9973224,0.0004925975,0.00009596204,0.0002318362,0.0008968767,0.0009603973],"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":[0.000007893319,0.00001397315,0.00004890813,0.00006968311,0.000002710779,0.00006291804,0.0002954439,0.00002487328,0.0001330275,0.00705298,0.9475893,0.04469829],"study_design_scores_gemma":[0.000001368867,0.000005465751,0.00006342114,0.00006706815,0.000001011267,0.0000812798,0.0001329431,0.00001198555,0.00003472091,0.001768068,0.997829,0.000003565737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001333148,0.02643312,0.01799983,0.07987253,0.06393002,0.0002510849,0.00230319,0.005219546,0.8026575],"genre_scores_gemma":[0.001932302,0.005509097,0.005063878,0.01508834,0.003903047,0.00007616912,0.0009363571,0.001677177,0.9658138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3072173,"threshold_uncertainty_score":0.9881704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280341221027806,"score_gpt":0.2151548750751807,"score_spread":0.1823514628649027,"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."}}