{"id":"W2977467865","doi":"","title":"Moduły filtracji membranowej Alfa Laval","year":2017,"lang":"pl","type":"article","venue":"Forum Eksploatatora","topic":"Waste Management and Environmental Impact","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":["insufficient_payload"],"category_scores_codex":[0.000230397,0.0006330486,0.0005464601,0.0001306535,0.0008507936,0.0009507998,0.001288142,0.0002508466,0.001535218],"category_scores_gemma":[0.00006018987,0.0006784369,0.000290453,0.00007410907,0.0002416226,0.00147914,0.0006854518,0.0004339982,0.004242755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853759,"about_ca_system_score_gemma":0.00002098909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003565203,"about_ca_topic_score_gemma":0.0001025517,"domain_scores_codex":[0.9972023,0.00003334523,0.0004680429,0.0005665527,0.0005031535,0.001226636],"domain_scores_gemma":[0.9973508,0.00003321662,0.000223499,0.001985866,0.00001276785,0.0003938499],"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":[0.0002970275,0.0008495976,0.08144487,0.001819312,0.002412927,0.001019079,0.001841938,0.02581885,0.02208875,0.007494566,0.7749869,0.07992616],"study_design_scores_gemma":[0.004097544,0.0004343122,0.1266438,0.0005616513,0.0006469855,0.00003646288,0.001333585,0.05003301,0.02329849,0.001410664,0.7885141,0.002989394],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6924095,0.004349818,0.001909978,0.009093987,0.01195114,0.001793789,0.0009673187,0.001071899,0.2764525],"genre_scores_gemma":[0.981998,0.0009209962,0.0004415085,0.0002377286,0.000557548,0.00002353197,0.0001024196,0.0001922294,0.01552605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2895885,"threshold_uncertainty_score":0.9995667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510337666880598,"score_gpt":0.2300028000114211,"score_spread":0.2148994233426151,"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."}}