{"id":"W2987741883","doi":"10.1021/acs.biomac.9b01132","title":"High-Throughput Synthesis, Analysis, and Optimization of Injectable Hydrogels for Protein Delivery","year":2019,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Self-healing hydrogels; Throughput; Polymer; Kinetics; Chemistry; Nanotechnology; Swelling; Materials science; Chemical engineering; Computer science; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001979051,0.0001939607,0.0003168903,0.0001369394,0.00007707002,0.00002979536,0.0002096461,0.0001733423,0.0000303318],"category_scores_gemma":[0.0001037904,0.000185657,0.0001516036,0.000293579,0.0001133447,0.00001010532,0.0001125302,0.00002966058,0.000006306271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154812,"about_ca_system_score_gemma":0.0000690803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000187641,"about_ca_topic_score_gemma":0.00003556867,"domain_scores_codex":[0.9987354,0.00006766715,0.0003266204,0.000503509,0.000127593,0.0002391719],"domain_scores_gemma":[0.9990779,0.00002462694,0.000184948,0.0005100867,0.000138597,0.00006385303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007651929,0.00008287859,0.0005798197,0.00007826511,0.0004780254,3.321178e-7,0.00001799327,0.002105163,0.9945562,0.0002277314,0.00004003028,0.00175702],"study_design_scores_gemma":[0.0002905007,0.0001471752,0.000235202,0.00002318918,0.0002599075,0.000003776006,0.00002758246,0.002458023,0.9945759,0.00005632237,0.001693032,0.0002293481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9286739,0.001073381,0.06902946,0.00008198967,0.0000215436,0.0008573516,0.0001379422,0.00002165573,0.0001028383],"genre_scores_gemma":[0.9534861,0.0001221142,0.04553881,0.00003916031,0.00003607199,0.000343472,0.0002067706,0.00003655951,0.0001909512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02481225,"threshold_uncertainty_score":0.7570874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008862423065566984,"score_gpt":0.2236866966874383,"score_spread":0.2148242736218713,"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."}}