{"id":"W2054106481","doi":"10.1016/j.talanta.2013.07.078","title":"Magnetically-assisted impedimetric detection of bacteria using phage-modified carbon microarrays","year":2013,"lang":"en","type":"article","venue":"Talanta","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; BioPhage Pharma (Canada)","funders":"","keywords":"Chemistry; Bacteria; DNA microarray; Nanotechnology; Biochemistry; Gene; Gene expression","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":[0.00005414821,0.0001449595,0.0001953914,0.0002138639,0.00002635232,0.000023635,0.0001225078,0.0001683699,0.00005148397],"category_scores_gemma":[0.00002717861,0.0001324694,0.00004575026,0.00035672,0.00007100717,0.00004997641,0.00004783426,0.000119905,0.0000183279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004904088,"about_ca_system_score_gemma":0.000007637787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003297619,"about_ca_topic_score_gemma":0.000004939251,"domain_scores_codex":[0.9992913,0.00001347786,0.0002360818,0.0001403453,0.00008619922,0.0002326094],"domain_scores_gemma":[0.9996145,0.00002418878,0.00004173646,0.0002422306,0.00004088267,0.00003645149],"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":[0.000004214172,0.00001209726,0.0001245458,0.00004828269,0.00001585413,0.000002351613,0.00002264184,0.000007249957,0.9841999,0.000004479185,0.0001415558,0.01541677],"study_design_scores_gemma":[0.0002239879,0.00004570808,0.006750886,0.00002381446,0.00003032574,0.0000504149,0.00004954573,0.0110598,0.9814604,0.00004976862,0.00009184467,0.0001635147],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965314,0.0006326062,0.0009353964,0.00001147152,0.0002772883,0.0001514328,0.000005548995,0.0004768415,0.000978065],"genre_scores_gemma":[0.9988204,0.0001235437,0.0009317198,0.000005270952,0.00003977025,0.000003085108,0.000004879325,0.00002446352,0.00004685503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01525326,"threshold_uncertainty_score":0.5401944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0137286415043121,"score_gpt":0.2038998640060219,"score_spread":0.1901712225017098,"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."}}