{"id":"W3096984264","doi":"10.17504/protocols.io.bnz4mf8w","title":"SPRI bead mix v1","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bead; Magnetic bead; Chromatography; Drop (telecommunication); Scalability; Protocol (science); Aqueous solution; Chemistry; Aqueous two-phase system; Computer science; Materials science; Nanotechnology; Composite material; Database; Telecommunications; Organic chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002530908,0.004451052,0.004108064,0.004320222,0.002320335,0.002440984,0.006242297,0.001878917,0.1346867],"category_scores_gemma":[0.003977429,0.003522662,0.001608266,0.003033559,0.0007995097,0.001352773,0.003427247,0.005396824,0.2775276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114144,"about_ca_system_score_gemma":0.00214773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001516241,"about_ca_topic_score_gemma":0.003046416,"domain_scores_codex":[0.9948691,0.0006713787,0.0004685003,0.001323926,0.00196845,0.0006986069],"domain_scores_gemma":[0.998588,0.0002530161,0.00005887113,0.0005450287,0.0003002449,0.0002547288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001153776,0.0008394577,0.001124787,0.002602758,0.0003173171,0.0003031135,0.000312202,0.001949536,0.4850717,0.01067791,0.3719192,0.1237282],"study_design_scores_gemma":[0.0001566188,0.0002015602,0.00129609,0.0001524692,0.0001077773,0.0005414296,0.00003675557,0.001521757,0.1341967,0.00258088,0.8590862,0.0001218231],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.02167825,0.009652749,0.5275183,0.002190426,0.003590627,0.01185413,0.1750128,0.1097056,0.1387971],"genre_scores_gemma":[0.02365037,0.004865282,0.2429206,0.002289116,0.000541647,0.01416975,0.5348372,0.01744741,0.1592786],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1346867,"threshold_uncertainty_score":0.450572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01799759595449695,"score_gpt":0.291997077516029,"score_spread":0.273999481561532,"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."}}