{"id":"W4233934867","doi":"10.1016/s0958-2118(17)30023-x","title":"Collaboration helps advance development of membrane-based Protein A purification platform","year":2017,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Natrix; Engineering; Membrane protein; Chemistry; Nanotechnology; Materials science; Biology; Biochemistry; Ecology","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":[0.0427125,0.001310373,0.0008390549,0.001553263,0.003008817,0.00496411,0.002875078,0.003946895,0.0250558],"category_scores_gemma":[0.02147662,0.0005835543,0.001150199,0.001230188,0.001048504,0.004149088,0.008215562,0.004943872,0.01728842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003380167,"about_ca_system_score_gemma":0.03969123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009057121,"about_ca_topic_score_gemma":0.01386569,"domain_scores_codex":[0.9759489,0.00711974,0.001155493,0.002532572,0.008886326,0.004356882],"domain_scores_gemma":[0.9082543,0.004696595,0.003235473,0.00695348,0.03482114,0.04203892],"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":[0.000660832,0.002133169,0.01595294,0.0005396371,0.0001680764,0.001648992,0.002644309,0.001526748,0.07502167,0.05220944,0.4890198,0.3584744],"study_design_scores_gemma":[0.0002371873,0.0007314827,0.003806998,0.0002490295,0.0000534767,0.001106326,0.001121741,0.002165729,0.0319727,0.008190992,0.9502937,0.0000707108],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07374226,0.0089524,0.4321255,0.2189965,0.01513582,0.003627998,0.003450475,0.008322187,0.2356469],"genre_scores_gemma":[0.2305651,0.006502501,0.5330958,0.02915507,0.003393468,0.001400469,0.01003134,0.00215645,0.1836999],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0427125,"threshold_uncertainty_score":0.225888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03053466381523253,"score_gpt":0.3293154883970312,"score_spread":0.2987808245817987,"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."}}