{"id":"W4406544805","doi":"10.1016/s1544-8800(07)70019-2","title":"10.1016/s1544-8800(07)70019-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008445969,0.0001240488,0.0002176501,0.00008796044,0.0006284198,0.00000918932,0.0001829829,0.0001991736,0.9994508],"category_scores_gemma":[0.0002429245,0.0001076048,0.0000391394,0.0001969108,0.00002415579,0.0001230498,0.00004097499,0.0005413918,0.99954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142993,"about_ca_system_score_gemma":0.0002215959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001345896,"about_ca_topic_score_gemma":0.000001042136,"domain_scores_codex":[0.9981867,0.0001895814,0.0005691808,0.000162531,0.0003082669,0.0005837177],"domain_scores_gemma":[0.9987934,0.0002533181,0.00008853299,0.0002971794,0.00009078041,0.0004767681],"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":[0.00006489204,0.00001300448,9.941803e-7,0.00007726385,0.000002911522,7.255973e-7,0.0002101542,0.000006949151,6.170616e-7,0.000005875345,0.6412514,0.3583653],"study_design_scores_gemma":[0.0004146676,0.0001191566,0.000220393,0.0001510444,0.000007389257,0.000001198151,0.00001332958,0.0006545348,0.000001326589,0.00001913485,0.9982766,0.0001212173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006012538,0.00002849844,0.000008783142,0.003519106,0.00001130838,0.0005298136,0.00002041732,0.0002467026,0.9950341],"genre_scores_gemma":[0.0001428185,0.000001068051,0.0001719877,0.001629637,0.0004982363,0.00009695937,0.00005759641,0.00001887633,0.9973828],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.358244,"threshold_uncertainty_score":0.4833361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09392314715596342,"score_gpt":0.3585783020697688,"score_spread":0.2646551549138053,"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."}}