{"id":"W4304978487","doi":"10.12968/s0958-2118(22)70081-x","title":"De.mem forms partnership to commercialise GO membrane technology","year":2022,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Management; Membrane; Engineering; Graphene; Oxide; Business; Materials science; Chemistry; Economics; Metallurgy; Chemical engineering; Finance","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003684743,0.0009876437,0.0006690966,0.001855838,0.002639119,0.003296444,0.001325761,0.003225839,0.1788013],"category_scores_gemma":[0.003478525,0.000556359,0.0005091364,0.00125631,0.0008109764,0.002158412,0.002083383,0.001715656,0.06430367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004463763,"about_ca_system_score_gemma":0.009102452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03934345,"about_ca_topic_score_gemma":0.08941379,"domain_scores_codex":[0.9964709,0.0002322421,0.00006996566,0.0003466221,0.002426163,0.0004541634],"domain_scores_gemma":[0.9957331,0.0003513432,0.0001496434,0.0003197175,0.002429004,0.001017207],"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":[0.0006855049,0.0003146946,0.001631725,0.0006726757,0.00003501465,0.0007660112,0.0005209754,0.0003224311,0.04159218,0.06115397,0.6990151,0.1932897],"study_design_scores_gemma":[0.00002174594,0.0000420922,0.0003545082,0.00003564162,0.000004532793,0.0001641844,0.00009056686,0.0002372269,0.005405514,0.000695262,0.9929405,0.00000818993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01276522,0.006887606,0.0113718,0.02116429,0.003143788,0.0004696061,0.01036019,0.003953299,0.9298842],"genre_scores_gemma":[0.03278773,0.002054176,0.009015862,0.002494958,0.0001385002,0.0001201019,0.005379323,0.0006928544,0.9473166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1788013,"threshold_uncertainty_score":0.5981501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01882680584846393,"score_gpt":0.2686638624128254,"score_spread":0.2498370565643614,"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."}}