{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003159021,0.0003573807,0.0004347589,0.0002007748,0.0001296146,0.0001227345,0.0003893338,0.0002488268,0.002632756],"category_scores_gemma":[0.000407713,0.0003541344,0.0001235484,0.0003195193,0.00002542198,0.0001603299,0.00009251103,0.0002914906,0.009340148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001046509,"about_ca_system_score_gemma":0.0001314187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003938939,"about_ca_topic_score_gemma":0.0003626683,"domain_scores_codex":[0.9977755,0.00006650617,0.000474835,0.000642416,0.0005953038,0.0004454406],"domain_scores_gemma":[0.9988787,0.00008676283,0.0002797739,0.0004470431,0.000172981,0.0001346924],"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":[0.0001491453,0.00002776059,0.000004353277,0.00009946628,0.00002324549,0.000005391261,0.001437303,0.00001036532,0.9704266,0.00003326232,0.02719314,0.0005900039],"study_design_scores_gemma":[0.000137116,0.00003714941,0.0006011846,0.0003471075,0.00002546642,0.000001417192,0.001658346,0.00002050605,0.9941713,0.0004172066,0.002221846,0.00036134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779324,0.0001084253,0.00001849926,0.0004660215,0.002256546,0.0006306806,0.0000840676,0.0005737823,0.01792957],"genre_scores_gemma":[0.6849588,0.0000309678,0.00308314,0.0001982504,0.0002053029,0.0009805323,0.0003229009,0.0001440797,0.310076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929736,"threshold_uncertainty_score":0.999891,"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."}}