{"id":"W2093706303","doi":"10.1109/mcs.2007.911269","title":"CSS Member activities - From senior to quarter","year":2008,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Medical Coding and Health Information","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Computer science; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007383561,0.000150015,0.000455289,0.00009370021,0.0008079761,0.00001257683,0.0001337766,0.000247985,0.0003274134],"category_scores_gemma":[0.0001528348,0.0001178829,0.00005586776,0.0000965327,0.00002874184,0.0001794573,0.00001189426,0.0004604566,0.003422665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719578,"about_ca_system_score_gemma":0.0002540819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002962083,"about_ca_topic_score_gemma":0.0001249353,"domain_scores_codex":[0.9974929,0.0005451263,0.0007909189,0.0001901759,0.0004299227,0.0005509337],"domain_scores_gemma":[0.9979557,0.0009561011,0.0002428799,0.0003148594,0.0001216092,0.0004088352],"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":[0.0004846849,0.00005965558,0.03034059,0.0007819899,0.0001055035,0.00002797851,0.04159754,0.0003910715,0.001481224,0.0007816398,0.9230773,0.000870808],"study_design_scores_gemma":[0.008783176,0.000351685,0.02752242,0.00156086,0.00006518239,0.00002026998,0.0132336,0.02636797,0.00007394269,0.00008675298,0.9212156,0.000718573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9186695,0.0002337034,0.02757311,0.004089369,0.01132905,0.002605495,0.0002080005,0.0004133123,0.0348785],"genre_scores_gemma":[0.9864234,0.00001065193,0.00004400648,0.005319125,0.002581416,0.0005394006,0.00001327084,0.00001808382,0.005050598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06775399,"threshold_uncertainty_score":0.9973533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1747502340677222,"score_gpt":0.4065926999470367,"score_spread":0.2318424658793145,"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."}}