{"id":"W4232216170","doi":"10.1016/s1365-6937(15)30213-6","title":"Alfa Laval AB, Sweden","year":2015,"lang":"en","type":"article","venue":"Filtration Industry Analyst","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00016521,0.0001132783,0.0001020708,0.00002925678,0.00008547159,0.00005195528,0.0001354,0.0001761459,0.00319427],"category_scores_gemma":[0.00001829582,0.00009530011,0.00005116075,0.0002514772,0.00005976846,0.0002946517,0.00004530085,0.0001824345,0.001988594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001070455,"about_ca_system_score_gemma":0.00002287154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004800008,"about_ca_topic_score_gemma":0.0001331787,"domain_scores_codex":[0.9990844,0.00005384113,0.0001652354,0.0002098096,0.0003049641,0.0001817531],"domain_scores_gemma":[0.999546,0.000009052157,0.00005911956,0.0001899463,0.00001062262,0.0001852692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005495066,0.000237341,0.7513938,0.000002699853,0.0001072921,0.00008129601,0.000727736,0.004632128,0.02666971,0.000129738,0.213992,0.001971283],"study_design_scores_gemma":[0.005000969,0.0007533075,0.2998311,0.00004160931,0.0005745612,0.000320229,0.003926448,0.009486081,0.4182715,0.002629166,0.2572838,0.001881161],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966578,0.00001429452,0.00006759778,0.0005097331,0.0001057297,0.0000845727,0.000008074934,0.00004907463,0.03258293],"genre_scores_gemma":[0.9889049,0.000001331656,0.001179151,0.0001117225,0.0001700041,0.000009523378,0.00008211667,0.000008173172,0.009533075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4515627,"threshold_uncertainty_score":0.9987885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954971056090995,"score_gpt":0.2590802271372628,"score_spread":0.2195305165763528,"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."}}