{"id":"W4232369413","doi":"10.1016/s1359-6128(15)30233-0","title":"BluMetric partners with Aquarion","year":2015,"lang":"en","type":"article","venue":"Pump Industry Analyst","topic":"Legal Cases and Commentary","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Engineering; Business administration","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":[0.0001636006,0.00011198,0.0001976366,0.0001530766,0.00004147049,0.00002473971,0.00006434362,0.0001379009,0.0002896151],"category_scores_gemma":[0.00004486951,0.00007905807,0.00005542844,0.0008287936,0.00004016915,0.0001004293,0.00002762831,0.0005001935,0.0001082048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102405,"about_ca_system_score_gemma":0.0001365932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006679442,"about_ca_topic_score_gemma":0.00003488563,"domain_scores_codex":[0.9991276,0.00002787168,0.0001442101,0.0001791131,0.0003217306,0.0001995131],"domain_scores_gemma":[0.9992253,0.00001706513,0.00005409565,0.0002648883,0.00007535311,0.000363305],"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":[0.0007174014,0.0005066147,0.9126324,0.00004141598,0.0005024878,0.001318163,0.0002901121,0.0002820696,0.0002579215,0.0002686823,0.07405353,0.009129209],"study_design_scores_gemma":[0.01894775,0.005714242,0.1627202,0.000487727,0.00466895,0.00335067,0.01143757,0.005515216,0.01100369,0.0002243598,0.7741907,0.00173895],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674027,0.0001865893,0.00008995633,0.006386391,0.00006666114,0.0001173501,0.000003602838,0.00005279332,0.02569395],"genre_scores_gemma":[0.995139,0.000004529478,0.0001366344,0.001718095,0.0002708807,0.00000867649,0.00004877856,0.00001223259,0.002661187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7499122,"threshold_uncertainty_score":0.3223895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07260383250949397,"score_gpt":0.3344258291716491,"score_spread":0.2618219966621552,"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."}}