{"id":"W2155104277","doi":"10.1557/mrs.2013.61","title":"Bioactive paper: Biomolecule immobilization methods and applications in environmental monitoring","year":2013,"lang":"en","type":"article","venue":"MRS Bulletin","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biomolecule; Nanotechnology; Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004764634,0.00006804217,0.00006439957,0.00004501925,0.0000292621,0.00002063643,0.00002519765,0.00005128853,0.0001782495],"category_scores_gemma":[0.000004983322,0.00006555825,0.00001522464,0.00007608572,0.00002518913,0.0000323575,0.00001285716,0.00006839301,0.00007814928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000378693,"about_ca_system_score_gemma":6.178471e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004814737,"about_ca_topic_score_gemma":9.326628e-7,"domain_scores_codex":[0.9996417,0.00002027159,0.00009447815,0.0001095365,0.00003632998,0.00009769313],"domain_scores_gemma":[0.9998549,0.00002945353,0.000008851506,0.00006738981,0.000003044118,0.00003632842],"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":[0.000001324761,0.00003392826,0.002725415,0.00001904848,0.00001253853,4.60197e-7,0.00009359983,0.000551127,0.8863739,0.00008616461,0.00009155697,0.1100109],"study_design_scores_gemma":[0.000541982,0.00006422256,0.2124275,0.0000381884,0.00002827601,0.000006118144,0.001351661,0.03550946,0.6731493,0.0009219159,0.07539912,0.0005621896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405059,0.000855699,0.05566464,0.0002883763,0.00009992535,0.0004686335,0.000005356084,0.000158603,0.001952835],"genre_scores_gemma":[0.9951224,0.0001564454,0.004519554,0.00001110803,0.00003724358,0.00007500895,0.000003293221,0.00001245509,0.00006246457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2132245,"threshold_uncertainty_score":0.2673388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005151171328148635,"score_gpt":0.22828970732379,"score_spread":0.2231385359956413,"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."}}