{"id":"W2013770662","doi":"10.1371/journal.pbio.1001119","title":"A Tale of Two Biofilms","year":2011,"lang":"en","type":"letter","venue":"PLoS Biology","topic":"Historical Medical Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workplace Health, Safety and Compensation Commission","funders":"","keywords":"Biology; Biofilm; Evolutionary biology; Computational biology; Genetics; Bacteria","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005507299,0.0001712498,0.00062934,0.0001656264,0.00001816181,9.473745e-7,0.0001545648,0.000679583,0.00241544],"category_scores_gemma":[0.0005896767,0.0001110185,0.000147659,0.0001107057,0.0003681878,0.000007513432,0.00006006111,0.001046066,0.0006875748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000846796,"about_ca_system_score_gemma":0.0001779553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002523862,"about_ca_topic_score_gemma":0.000002569778,"domain_scores_codex":[0.99872,0.00009033196,0.0002460329,0.000309105,0.0002167245,0.0004177873],"domain_scores_gemma":[0.9990804,0.0001920586,0.00009123919,0.0003617929,0.00009283636,0.0001816515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001043229,0.0004350873,0.003343477,0.0003309919,0.0005961976,0.001326151,0.0000354621,3.295054e-10,0.004832304,0.00008904812,0.9839262,0.004980776],"study_design_scores_gemma":[0.001332131,0.002045861,0.0001143932,0.0001395717,0.0002071111,0.00003633249,9.465037e-7,0.000001449274,0.003079044,0.0007890945,0.9921426,0.0001114805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03090667,0.007129495,0.00009018868,0.7696714,0.001569438,0.002356393,0.000682686,0.0002393221,0.1873544],"genre_scores_gemma":[0.08446317,0.001037523,0.003636769,0.8474028,0.008045295,0.0003751495,0.003674029,0.0001664796,0.05119881],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1361556,"threshold_uncertainty_score":0.9984965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07366564015064614,"score_gpt":0.3404625042567387,"score_spread":0.2667968641060926,"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."}}