{"id":"W3008120430","doi":"10.1103/physreve.101.022612","title":"Clustering of bacteria with heterogeneous motility","year":2020,"lang":"en","type":"article","venue":"Physical review. E","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Université Sorbonne Paris Cité","keywords":"Cluster analysis; Bacteria; Motility; Biology; Computer science; Artificial intelligence; Cell biology; Genetics","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":[0.00003527111,0.0001117746,0.0002477818,0.000003098589,0.00001740059,0.00000623007,0.00008764565,0.00002454049,0.00002155205],"category_scores_gemma":[0.00003914586,0.00008423679,0.00009514359,0.00005526664,0.00004423217,0.000002885409,0.00008367724,0.00004413555,0.000007976723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002459073,"about_ca_system_score_gemma":0.0000160352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003797746,"about_ca_topic_score_gemma":0.000001867299,"domain_scores_codex":[0.9993941,0.00003743553,0.0001442429,0.0002264835,0.00007082939,0.0001268629],"domain_scores_gemma":[0.9995953,0.00000459377,0.00007518231,0.00019692,0.0000408105,0.0000871831],"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":[0.0000604732,0.00002879056,0.00009149894,0.000346941,0.00002260159,0.000001452325,0.00001154945,0.000009219967,0.9962307,0.000005025659,0.0002000836,0.002991635],"study_design_scores_gemma":[0.0002385121,0.0006074961,0.0009606217,0.0002426559,0.00005179362,0.000009717854,0.000002395706,0.0003714997,0.9618777,0.000003577613,0.03546851,0.0001654987],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962052,0.002582128,0.0002609887,0.0005332211,0.00002961578,0.000147874,0.0000150238,0.000008441065,0.0002175126],"genre_scores_gemma":[0.9960502,0.001456477,0.0005196152,0.001677586,0.0002382926,0.000002762367,0.00003556816,0.00001356496,0.000005944778],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03526842,"threshold_uncertainty_score":0.3435076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609571451160461,"score_gpt":0.2737750429357776,"score_spread":0.257679328424173,"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."}}