{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002858546,0.0003522812,0.0004516769,0.0004099897,0.0005912315,0.0005916503,0.0005104539,0.0007204394,0.00032499],"category_scores_gemma":[0.0008907219,0.0002418991,0.0004053898,0.0003030144,0.0006244608,0.0003814562,0.0005560428,0.0002691253,0.0001228348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007148321,"about_ca_system_score_gemma":0.0003946159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005385612,"about_ca_topic_score_gemma":0.003567972,"domain_scores_codex":[0.999736,0.00006575727,0.000009045269,0.00005274129,0.00006159,0.00007481295],"domain_scores_gemma":[0.9995322,0.0001620483,0.0001134718,0.00003480221,0.00007815247,0.00007930958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002078972,0.0001794202,0.01906194,0.0002807388,0.0002444235,0.00114648,0.0004028875,0.7280418,0.2178147,0.02090123,0.0008893689,0.01082904],"study_design_scores_gemma":[0.0000831732,0.0003261397,0.01890134,0.00001930867,0.00005693999,0.0002669392,0.0002880606,0.9489064,0.02258352,0.007059225,0.001446011,0.00006277518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863224,0.0003049043,0.01196639,0.000121214,0.00001119379,0.00002223202,0.00002603118,0.00001701116,0.001208598],"genre_scores_gemma":[0.9966659,0.000186769,0.002378166,0.00002381672,0.000007301995,0.00002274754,0.00004419043,0.000005043441,0.0006661597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005385612,"threshold_uncertainty_score":0.01070851,"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."}}