{"id":"W7033390321","doi":"","title":"Protein Adsorption To Chemisorbed Polyethylene Oxide Thin Films","year":2023,"lang":"en","type":"dissertation","venue":"NPARC","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adsorption; Protein adsorption; Ellipsometry; Polymer; Thin film; Wafer; Solubility; Oxide","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.000152359,0.0002936437,0.0001570551,0.000158236,0.0001407926,0.0001907666,0.0003012059,0.0001729397,0.001407549],"category_scores_gemma":[0.0002318762,0.000231796,0.0001960357,0.0001499061,0.0001431202,0.0001809615,0.0001594071,0.0004142912,0.0003454526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002921829,"about_ca_system_score_gemma":0.0001452089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008338236,"about_ca_topic_score_gemma":0.001318976,"domain_scores_codex":[0.9998486,0.00001265883,0.00000716564,0.00004544616,0.00005696242,0.00002917015],"domain_scores_gemma":[0.9998949,0.00004443137,0.00001948435,0.00001053118,0.00002042768,0.0000104008],"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":[0.0000119227,0.000008097314,0.00004859381,0.00002596333,0.000002282319,0.00001106648,0.00001311149,0.00003713131,0.9993041,0.00002124842,0.00001814064,0.0004984631],"study_design_scores_gemma":[0.000002089309,0.00005326902,0.0008749606,0.000003346466,0.000002232609,0.00001146626,0.00001080015,0.0004621466,0.9981698,0.00001078969,0.0003971944,0.000001853887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922054,0.0007326875,0.004076249,0.00005844233,0.00002711969,0.00003558614,0.0001590502,0.0000545671,0.002650919],"genre_scores_gemma":[0.9768668,0.001585859,0.00952194,0.0001180643,0.00001672159,0.00004779856,0.0005845074,0.00004289149,0.01121531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001407549,"threshold_uncertainty_score":0.004708648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982641643496965,"score_gpt":0.2946371133155101,"score_spread":0.2748106968805405,"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."}}