{"id":"W4206312529","doi":"10.7312/brow15124-fm","title":"Frontmatter","year":2011,"lang":"en","type":"book-chapter","venue":"Columbia University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Columbia College","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002119571,0.001565289,0.0009999484,0.002258409,0.002033977,0.00453363,0.001293317,0.001744318,0.9025563],"category_scores_gemma":[0.0007227145,0.0008041154,0.0006146146,0.002171824,0.0004779165,0.003167228,0.002408721,0.00200628,0.873069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009035707,"about_ca_system_score_gemma":0.0008690804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006716026,"about_ca_topic_score_gemma":0.02644488,"domain_scores_codex":[0.9998012,0.00001400265,0.000005892397,0.000041876,0.00009810991,0.00003894015],"domain_scores_gemma":[0.999718,0.00005320988,0.00001004486,0.00005088607,0.00009313606,0.00007466633],"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":[0.00002923659,0.00003743446,0.00008593523,0.00009576049,0.00000246746,0.00005438823,0.00007276811,0.00007045667,0.0003106662,0.003537821,0.8475453,0.1481577],"study_design_scores_gemma":[0.00000500179,0.000007234948,0.0002110174,0.00006350209,0.00000235217,0.00004427064,0.00005750685,0.00006409604,0.0001209642,0.0007904452,0.9986283,0.00000530942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001630017,0.0004169006,0.0002834057,0.0001472195,0.0002351121,0.0000205282,0.0005351506,0.0006507574,0.9975479],"genre_scores_gemma":[0.000228419,0.0001164119,0.0000637788,0.00005650527,0.00001582151,0.000004662627,0.0001789038,0.0001305872,0.9992049],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0974437,"threshold_uncertainty_score":0.1389915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03491289677730137,"score_gpt":0.1841660756614791,"score_spread":0.1492531788841778,"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."}}