{"id":"W4234688020","doi":"10.2345/0899-8205-43.1.14","title":"Company News","year":2009,"lang":"en","type":"article","venue":"Biomedical Instrumentation & Technology","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.0002220232,0.0001190956,0.000310551,0.0005277612,0.00008786366,0.00001153006,0.0001035223,0.0003832014,0.0002969344],"category_scores_gemma":[0.0001272332,0.0000990561,0.00004629646,0.0008876296,0.0001686139,0.00006351612,0.0000172401,0.0003120166,0.0001824203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001822461,"about_ca_system_score_gemma":0.0005061558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002583869,"about_ca_topic_score_gemma":0.00001727715,"domain_scores_codex":[0.9984822,0.00004098097,0.0005092776,0.0002640033,0.0003218618,0.0003816436],"domain_scores_gemma":[0.9991407,0.00001641464,0.0001015904,0.000276422,0.00008467714,0.0003802284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003018446,0.0002241385,0.006395747,0.00005191974,0.00001601022,0.00003459874,0.0000969047,1.901278e-8,0.004040665,0.02118605,0.01060676,0.957317],"study_design_scores_gemma":[0.003592405,0.002982961,0.09284159,0.0001656377,0.00002468443,0.0007706407,0.001449374,0.000194663,0.001347966,0.005475201,0.8909239,0.0002309657],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6758018,0.0001431519,0.002484479,0.3140697,0.000415334,0.0005841896,0.00000805187,0.000616656,0.0058767],"genre_scores_gemma":[0.9870214,0.0000633861,0.003371308,0.008987719,0.0002202738,0.00001928771,0.00008599848,0.00000871704,0.0002218936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.957086,"threshold_uncertainty_score":0.403939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03217593895565353,"score_gpt":0.3615930640130537,"score_spread":0.3294171250574002,"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."}}