{"id":"W1996021833","doi":"10.1145/2180796.2180816","title":"Everest","year":2012,"lang":"en","type":"article","venue":"ACM SIGHIT Record","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mohawk College","funders":"","keywords":"Computer science; Quality (philosophy); Process management; Test (biology); Knowledge management; Engineering management; Business; Engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001009704,0.00007912402,0.0001410292,0.0000562962,0.0005307149,0.000003219839,0.000192076,0.0001768194,0.005074925],"category_scores_gemma":[0.001837816,0.00006249025,0.00002858099,0.0001178457,0.00001829461,0.0002417278,0.0001049046,0.0005373596,0.01094411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000101418,"about_ca_system_score_gemma":0.0001262645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002255742,"about_ca_topic_score_gemma":0.00004479886,"domain_scores_codex":[0.9985142,0.0001789814,0.0004277756,0.00007629013,0.0001889906,0.0006137571],"domain_scores_gemma":[0.9983079,0.0007527696,0.0001525784,0.0003648436,0.00005997277,0.0003619793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003363154,0.00003380596,0.5143344,0.000302578,0.000006788965,4.265547e-7,0.003867735,2.343198e-7,0.00001613143,0.005213493,0.403322,0.07286872],"study_design_scores_gemma":[0.0002712551,0.00002973709,0.1078007,0.00008153597,0.000005383892,6.560276e-7,0.0004225669,0.00004782083,0.000005667861,0.0005904456,0.890664,0.00008022504],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6590927,0.0002450101,0.002207348,0.009455845,0.00848524,0.0007153989,0.000008313622,0.0003916183,0.3193986],"genre_scores_gemma":[0.9772565,0.00009546764,0.002911964,0.008327617,0.002049871,0.00009335658,0.00002239186,0.00001427484,0.009228528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.487342,"threshold_uncertainty_score":0.9958346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.416988548916593,"score_gpt":0.5028736043823149,"score_spread":0.0858850554657219,"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."}}