{"id":"W4238494842","doi":"10.5194/biofilms9-104","title":"Impact of spatial heterogeneity for selection regimes in multispecies biofilms","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Biology; Bacteria; Confocal; Microbiology; Selection (genetic algorithm); Confocal laser scanning microscopy; Biophysics; Biological system; Chemistry; Genetics; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000552291,0.0003188769,0.0005081521,0.0003574356,0.0004083044,0.0009510358,0.0004992913,0.000595463,0.001443183],"category_scores_gemma":[0.002107212,0.0003355881,0.0003429197,0.0002333335,0.0003507911,0.0005232528,0.0009902206,0.0005991745,0.0002288769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006118923,"about_ca_system_score_gemma":0.0005186477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031903,"about_ca_topic_score_gemma":0.002351773,"domain_scores_codex":[0.9988906,0.0002592434,0.0001219128,0.0002461662,0.000339315,0.0001426734],"domain_scores_gemma":[0.9983332,0.0006979078,0.0003414336,0.0001859271,0.0002229817,0.0002185583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002360244,0.00008026798,0.002796718,0.00009153158,0.0000266319,0.000181704,0.00005454577,0.001054718,0.9920011,0.0001774599,0.0001275556,0.003171784],"study_design_scores_gemma":[0.0001267348,0.002316007,0.1287382,0.00006736878,0.0001618447,0.001121346,0.001209928,0.03088585,0.8286109,0.001283818,0.00533771,0.0001404075],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964955,0.0004266028,0.00131462,0.0002487192,0.00002255937,0.00002539652,0.0001969709,0.00003238329,0.001237271],"genre_scores_gemma":[0.9982359,0.0001489022,0.001022199,0.00008858254,0.000007009664,0.00003327568,0.0001249103,0.00001726664,0.0003218726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002031903,"threshold_uncertainty_score":0.004827917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686219834012688,"score_gpt":0.3047723832027069,"score_spread":0.27791018486258,"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."}}