{"id":"W4240934490","doi":"10.1016/s1365-6937(18)30280-6","title":"Ovivo buys FilterBoxx","year":2018,"lang":"en","type":"article","venue":"Filtration Industry Analyst","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[],"category_scores_codex":[0.0001786039,0.0001625557,0.0001555174,0.0001813261,0.0001175184,0.00008517094,0.0001345769,0.0003760613,0.00584403],"category_scores_gemma":[0.00004284484,0.0001723199,0.00005797824,0.0005146523,0.00006612828,0.0003329014,0.00001103938,0.0003880357,0.0005903562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005608999,"about_ca_system_score_gemma":0.00003278764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001448519,"about_ca_topic_score_gemma":0.00002567343,"domain_scores_codex":[0.9989992,0.00004147685,0.0003483778,0.0001946561,0.0002144275,0.0002019017],"domain_scores_gemma":[0.9993198,0.00003062885,0.00005630676,0.0003649915,0.0001232666,0.0001049974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000274873,0.0000748727,0.003612228,0.00008429348,0.0001839415,0.00002031472,0.0005507278,0.008145882,0.2647818,0.003981172,0.7145116,0.004025612],"study_design_scores_gemma":[0.0002223592,0.0000784706,0.001318731,0.00003615706,0.00003223231,0.00001844864,0.00007846166,0.03826774,0.8431073,0.0002836343,0.1161861,0.0003703679],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5348775,0.0000936782,0.1735699,0.0008083378,0.001300868,0.0005593221,0.000116183,0.00425891,0.2844153],"genre_scores_gemma":[0.9955318,0.000005303915,0.001430183,0.0002708055,0.0007626532,0.0000399089,0.0001009533,0.00002646476,0.001831957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5983256,"threshold_uncertainty_score":0.9950647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688881869677345,"score_gpt":0.2579926115859044,"score_spread":0.241103792889131,"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."}}