{"id":"W2006305314","doi":"10.1021/la015601y","title":"Versatile Decoration of Glass Surfaces To Probe Individual Protein−Protein Interactions and Cellular Adhesion","year":2002,"lang":"en","type":"article","venue":"Langmuir","topic":"Biotin and Related Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Streptavidin; Biotinylation; Adhesion; Protein adsorption; Nanotechnology; Biosensor; Chemistry; Biomolecule; Macromolecule; Covalent bond; Adsorption; Fluorescence; Biophysics; Materials science; Biotin; Biochemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004956844,0.00007331652,0.00007775889,0.0000271148,0.00006787573,0.00001073967,0.00005079011,0.00008274249,0.00003157142],"category_scores_gemma":[0.00002562246,0.0000609793,0.00002340766,0.00006017281,0.00003398651,0.000003706222,0.00006999043,0.00005509294,0.00001334132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003930223,"about_ca_system_score_gemma":0.00000443521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002047697,"about_ca_topic_score_gemma":0.00002934359,"domain_scores_codex":[0.9995638,0.0000269613,0.0001039637,0.0001464034,0.00006775843,0.00009111794],"domain_scores_gemma":[0.9997926,0.000003122931,0.00004677825,0.00008692742,0.00004109387,0.00002947414],"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":[0.00001731035,0.00004361469,0.0007583281,0.00002788191,0.00003705775,7.75301e-7,0.0003655145,0.000003309411,0.9955257,0.00005588027,0.001837344,0.001327245],"study_design_scores_gemma":[0.000234902,0.0002426079,0.002521806,0.00003674426,0.00001440985,0.000001732498,0.0002165279,0.00004395443,0.9782344,0.0000260587,0.01832703,0.00009979221],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973015,0.0008847627,0.0001987025,0.0005360791,0.00004335574,0.0002697822,0.00001653202,0.000009801562,0.0007395107],"genre_scores_gemma":[0.9976501,0.00002668394,0.0008817968,0.00003386213,0.00004873885,0.00001951803,0.00003091756,0.000007399764,0.001300984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0172913,"threshold_uncertainty_score":0.2486664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476896118459194,"score_gpt":0.2290590274484035,"score_spread":0.2142900662638116,"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."}}