{"id":"W4233886952","doi":"10.1016/s1359-6128(02)01120-5","title":"FW WINS MERCK SHARP & DOHME EPCM PROJECT","year":2002,"lang":"en","type":"article","venue":"Pump Industry Analyst","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pellets; Pellet; Particle (ecology); Materials science; Aggregate (composite); Particle size; Drop (telecommunication); Composite material; Mineralogy; Geology; Engineering; Mechanical 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":[0.0001583516,0.0002469909,0.0002978589,0.0003033679,0.0001249082,0.00007504175,0.000371619,0.0008466222,0.0004463009],"category_scores_gemma":[0.0001385613,0.0002314049,0.0001058483,0.0008376309,0.00006691481,0.0001494311,0.00007240618,0.001517579,0.0006343207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008785259,"about_ca_system_score_gemma":0.00001019476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728696,"about_ca_topic_score_gemma":0.00005870409,"domain_scores_codex":[0.9987599,0.00002313558,0.0002846746,0.0002693688,0.000206079,0.000456789],"domain_scores_gemma":[0.9991961,0.0000449093,0.00004399973,0.0006137841,0.00003529201,0.00006587655],"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":[0.00002186981,0.000413764,0.06781217,0.0005401207,0.00166501,0.0003063454,0.003599354,0.08809272,0.008385219,0.001615574,0.7039638,0.123584],"study_design_scores_gemma":[0.001964339,0.0002491184,0.01509803,0.0008301481,0.0008238638,0.0003727873,0.002740627,0.1670929,0.1257603,0.001140711,0.6798798,0.004047341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8889011,0.0003433094,0.001757669,0.001236823,0.0005009859,0.0002620432,0.00004203858,0.004743865,0.1022121],"genre_scores_gemma":[0.9945814,0.00006211253,0.0004489946,0.00008303235,0.0002046221,0.00002360279,0.00001522207,0.00004097576,0.004540056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1195367,"threshold_uncertainty_score":0.9436417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05961707381725521,"score_gpt":0.2540377384679523,"score_spread":0.1944206646506971,"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."}}