{"id":"W4236256182","doi":"10.1016/s0262-1762(07)70130-x","title":"Sanitary pump acquisition for Alfa Laval","year":2007,"lang":"en","type":"article","venue":"World Pumps","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Engineering","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":[0.0001771454,0.00009615326,0.00009279232,0.0000839714,0.00005581042,0.00002420896,0.00008048003,0.00003659204,0.00005539504],"category_scores_gemma":[0.000004906311,0.00009979132,0.00005112701,0.0001829723,0.00001332419,0.0001134013,0.00001187052,0.00007199356,0.00004826229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005069686,"about_ca_system_score_gemma":0.000005182384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001886072,"about_ca_topic_score_gemma":0.0003340567,"domain_scores_codex":[0.999365,0.000003721659,0.0001554492,0.0001024965,0.00008051571,0.0002928044],"domain_scores_gemma":[0.999706,0.00005017907,0.00001313707,0.0001331471,0.00002239096,0.00007509709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004735394,0.0005832685,0.08551519,0.0006838054,0.0005282889,0.0002010965,0.001566263,0.05184116,0.4578081,0.04252785,0.09603361,0.2622378],"study_design_scores_gemma":[0.002492067,0.0001725881,0.1681797,0.00008853411,0.0001277827,0.0000301662,0.0002005711,0.2740619,0.2737782,0.0077138,0.2717535,0.001401112],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976376,0.0002450148,0.01617678,0.00009209345,0.0005362006,0.0001669679,0.00001913628,0.0002958323,0.006091975],"genre_scores_gemma":[0.9975276,0.00001099905,0.001476752,0.0001582535,0.0003883446,0.00001331745,0.00002778331,0.00002887073,0.0003680604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608367,"threshold_uncertainty_score":0.4069372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01050415300090863,"score_gpt":0.2347972345521175,"score_spread":0.2242930815512088,"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."}}