{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005618077,0.0006753303,0.0003089595,0.0002309921,0.0005252681,0.001239249,0.0005284648,0.0008586948,0.001512161],"category_scores_gemma":[0.0004040023,0.0003709758,0.0003933774,0.0002075793,0.0005656769,0.00127613,0.0007254557,0.0008496115,0.0006543588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000505935,"about_ca_system_score_gemma":0.0005289458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006811561,"about_ca_topic_score_gemma":0.001239651,"domain_scores_codex":[0.9998229,0.0000304745,0.000008180586,0.00002589723,0.00005885294,0.00005361873],"domain_scores_gemma":[0.9999049,0.0000206992,0.00001586088,0.000008963954,0.00002320651,0.00002641453],"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":[0.0001225873,0.0001111727,0.0003769587,0.0004264162,0.00002518303,0.0001128584,0.0003519081,0.0006842927,0.9710039,0.005820788,0.0007554483,0.02020846],"study_design_scores_gemma":[0.00003712305,0.0005015561,0.0003607146,0.00005141217,0.00004312324,0.0001420192,0.0002962621,0.00171955,0.9750402,0.002271359,0.01950857,0.00002824784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225638,0.01429974,0.04440832,0.002221948,0.001025756,0.00029882,0.0001535076,0.0004886136,0.01453947],"genre_scores_gemma":[0.9408243,0.009731566,0.02851183,0.001193986,0.0001277996,0.0001894242,0.0001807246,0.0001723743,0.01906798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001512161,"threshold_uncertainty_score":0.005058706,"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."}}