{"id":"W1991987688","doi":"10.1016/j.colsurfb.2014.05.036","title":"Going viral: Designing bioactive surfaces with bacteriophage","year":2014,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Bacteriophage; Nanotechnology; Biochemical engineering; Computer science; Engineering; Chemistry; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002845465,0.0003380688,0.0003373392,0.00005376432,0.0004015352,0.0003204603,0.0002159959,0.00009637452,0.0008826126],"category_scores_gemma":[0.00002339476,0.0002585127,0.00006070608,0.0002051027,0.0004349841,0.0007168833,0.0002326783,0.000195911,0.0002473211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007723219,"about_ca_system_score_gemma":0.00001112351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005873988,"about_ca_topic_score_gemma":0.0005371167,"domain_scores_codex":[0.9983963,0.0001196492,0.0002762683,0.0005871447,0.0001718654,0.0004487441],"domain_scores_gemma":[0.9992874,0.0001389266,0.0001577128,0.0002229573,0.00001973927,0.000173249],"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":[0.0001262599,0.00006017693,0.01478281,0.00001989454,0.00005083717,0.000005094063,0.0005545539,0.0002916041,0.9769305,0.00001981097,0.0005825998,0.006575848],"study_design_scores_gemma":[0.002060722,0.002131212,0.2631721,0.0003776837,0.0001621237,0.0001671523,0.001746626,0.01139193,0.5783762,0.0001130306,0.1385303,0.001770883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887943,0.0001976572,0.001755643,0.0002575376,0.0001974467,0.000261449,0.00002670191,0.0001146796,0.008394554],"genre_scores_gemma":[0.9903364,0.0001075581,0.006273092,0.0001733228,0.00003279138,0.000012442,0.00000767544,0.00003686321,0.003019901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3985543,"threshold_uncertainty_score":0.9999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005478474248884229,"score_gpt":0.2001405039002007,"score_spread":0.1946620296513164,"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."}}