{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001206479,0.0005134845,0.0006824081,0.0002103732,0.0003089302,0.0001329233,0.001199304,0.0008489949,0.01144352],"category_scores_gemma":[0.000005664871,0.0009081402,0.0004175518,0.000006400655,0.0005566495,0.000152814,0.0009036562,0.0008233402,0.01101509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000483646,"about_ca_system_score_gemma":0.0001626531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007394682,"about_ca_topic_score_gemma":0.004817702,"domain_scores_codex":[0.9977989,0.0000621338,0.0002579371,0.0009069529,0.0004497123,0.0005243148],"domain_scores_gemma":[0.9975957,0.00004311805,0.0004366066,0.001338228,0.0002540992,0.0003322455],"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":[0.0001386233,0.00002063371,0.00002011088,0.00006582965,0.0004145397,0.0006164471,0.0002875097,2.160217e-7,0.00002959915,0.1306095,0.8660565,0.001740511],"study_design_scores_gemma":[0.000823969,0.00006015313,0.00006769278,0.0001949265,0.000586669,0.00001615698,0.00001133733,0.000002883037,0.00002567947,0.002141217,0.995138,0.0009312479],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000512045,0.00006593455,0.00004175776,0.000003048193,0.0003489812,0.0007404357,0.0009929234,0.0006379948,0.9971177],"genre_scores_gemma":[0.0003801369,0.000006898855,0.0001773723,0.00008367736,0.0001481357,0.000001175212,0.00008214455,0.0003026582,0.9988178],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1290816,"threshold_uncertainty_score":0.9993369,"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."}}