{"id":"W4255286338","doi":"10.1016/s0958-2118(18)30235-0","title":"Lanxess Sybron signs distribution agreement with Clean Membranes","year":2018,"lang":"en","type":"article","venue":"Membrane Technology","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distribution (mathematics); Membrane; Clean technology; Engineering; Unit (ring theory); Business; Waste management; Chemistry; Political science; Mathematics; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000188069,0.000298385,0.0003058298,0.0004018945,0.0002545904,0.0001920321,0.000545704,0.0002143101,0.000301915],"category_scores_gemma":[0.0001191733,0.0002583592,0.00005137303,0.001249417,0.0005805657,0.0007087098,0.000397828,0.0002487963,0.001081627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007865939,"about_ca_system_score_gemma":0.00002067105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674912,"about_ca_topic_score_gemma":0.0004961105,"domain_scores_codex":[0.998329,0.000004853483,0.0002936934,0.0005372104,0.000255571,0.0005796168],"domain_scores_gemma":[0.9989757,0.00001649937,0.0002415911,0.0005164146,0.0002358943,0.00001392273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006546121,0.0006826709,0.06552211,0.001252463,0.0001811051,0.0001889219,0.00007046945,0.00008826801,0.09597466,0.7725772,0.004974683,0.05783282],"study_design_scores_gemma":[0.004392229,0.001152978,0.01272126,0.0007896259,0.0002787797,0.0001483709,0.001203807,0.003977015,0.4658585,0.04442743,0.4623525,0.002697482],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701576,0.00005493971,0.00666683,0.002867916,0.0002885081,0.0004185936,0.00001242026,0.001241674,0.01829151],"genre_scores_gemma":[0.9984156,0.000005726521,0.0002118899,0.0004015308,0.0004148751,0.00005588679,0.00008532174,0.00004026948,0.0003688713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7281498,"threshold_uncertainty_score":0.9999869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056471171922351,"score_gpt":0.2073472108707655,"score_spread":0.196782499151542,"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."}}