{"id":"W2009483216","doi":"10.1021/la0635350","title":"A New Model of Protein Adsorption Kinetics Derived from Simultaneous Measurement of Mass Loading and Changes in Surface Energy","year":2007,"lang":"en","type":"article","venue":"Langmuir","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"","keywords":"Adsorption; Kinetics; Chemistry; Polymer; Elastomer; Membrane; Aqueous solution; Chemical engineering; Protein adsorption; Lysozyme; Chromatography; Analytical Chemistry (journal); Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008969512,0.001162346,0.001000421,0.0007376004,0.0003507549,0.0008665972,0.001664068,0.001793196,0.002092354],"category_scores_gemma":[0.001985891,0.0005979078,0.001365347,0.0005230323,0.0008304431,0.002528966,0.0006664714,0.00166957,0.001124454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009994983,"about_ca_system_score_gemma":0.0008509277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002942294,"about_ca_topic_score_gemma":0.001513724,"domain_scores_codex":[0.9996108,0.00006869215,0.00001879851,0.0001137096,0.0001279502,0.00005991944],"domain_scores_gemma":[0.9992645,0.0004062328,0.00009774429,0.00006439404,0.0001230898,0.00004399877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001025457,0.0001698267,0.001746616,0.0004261401,0.0001233632,0.0003648024,0.0002364978,0.7861059,0.1095038,0.07920751,0.00164486,0.0203681],"study_design_scores_gemma":[0.000004943394,0.000028499,0.0001372257,0.000004749004,0.00000801433,0.00004188398,0.000004641693,0.991231,0.002034044,0.005394205,0.001102262,0.000008630243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03614024,0.0006989047,0.9571263,0.0005882392,0.0001257058,0.00008513076,0.0002109739,0.0003002882,0.00472417],"genre_scores_gemma":[0.7474052,0.004595174,0.204432,0.0009634827,0.0003687431,0.001457485,0.0009664888,0.0004725092,0.03933889],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002942294,"threshold_uncertainty_score":0.007251859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02009292103035431,"score_gpt":0.1942612141765465,"score_spread":0.1741682931461922,"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."}}