{"id":"W2990287639","doi":"10.1088/1755-1315/22/0/001002","title":"Sponsorship Statement","year":2014,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statement (logic); Political science; Engineering; Management; Library science; Aeronautics; Humanities; Art; Computer science; Economics; Law","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":[0.0002622882,0.00008467156,0.00006969799,0.00003340631,0.0001229961,0.00009674535,0.00009393748,0.00001930188,0.0001127658],"category_scores_gemma":[0.000006662095,0.00007453518,0.000007948662,0.00006062551,0.0002765002,0.0004267705,0.0000372954,0.00003826516,0.00003530482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000015324,"about_ca_system_score_gemma":0.000006159112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008861855,"about_ca_topic_score_gemma":0.00003820176,"domain_scores_codex":[0.9993716,0.00001575073,0.0001045097,0.0001491548,0.0001534863,0.0002055316],"domain_scores_gemma":[0.9997566,0.000006964723,0.00001385175,0.0001082652,0.000003086604,0.0001112515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000109105,0.00008776678,0.01578213,0.0002284279,0.0000316867,0.00001323788,0.006864826,0.08735932,0.7626951,0.02231716,0.0005278565,0.1039834],"study_design_scores_gemma":[0.0006048038,0.0003809585,0.2877271,0.00005993026,0.00001105875,0.00005108435,0.001153553,0.1456166,0.4515804,0.0003717858,0.1116278,0.0008149521],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991479,0.00003320103,0.002212369,0.00003615457,0.0001514557,0.00006947404,0.000005923533,0.00005412576,0.005958231],"genre_scores_gemma":[0.9984781,0.00009483784,0.0006419537,0.00002000357,0.00002058838,0.000004879696,0.000005054895,0.000005137467,0.0007294869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3111147,"threshold_uncertainty_score":0.3039457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009375068173620077,"score_gpt":0.1720252440122721,"score_spread":0.162650175838652,"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."}}