{"id":"W4256503590","doi":"10.1128/jb.00323-13","title":"Training the Biofilm Generation—a Tribute to J. W. Costerton","year":2013,"lang":"en","type":"article","venue":"Journal of Bacteriology","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; St. Francis Xavier University","funders":"","keywords":"Tribute; Biology; Biofilm; Microbiology; Computational biology; Bacteria; Art history; 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":[0.02920334,0.001328523,0.001869379,0.001504688,0.004977511,0.008232457,0.003662898,0.01282469,0.010873],"category_scores_gemma":[0.0650635,0.0008826366,0.001182488,0.0008876032,0.008338711,0.0137335,0.004367861,0.03638953,0.006996606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002941364,"about_ca_system_score_gemma":0.01163874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007387606,"about_ca_topic_score_gemma":0.01268806,"domain_scores_codex":[0.984795,0.003656597,0.0008872541,0.001989888,0.007697362,0.0009738216],"domain_scores_gemma":[0.9117938,0.02290155,0.002126977,0.004030073,0.03715959,0.02198813],"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":[0.00007019062,0.00008948344,0.0003474789,0.0001381953,0.00002723137,0.0001109271,0.000367901,0.00007533523,0.0006096088,0.004537654,0.9543633,0.03926262],"study_design_scores_gemma":[0.00006462365,0.0002184135,0.0007929156,0.0006797529,0.00003076911,0.0007394582,0.001552348,0.0003911809,0.001306613,0.01829263,0.9757966,0.000134751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0004350997,0.01599086,0.001687206,0.9300378,0.04941048,0.00001442912,0.0000234923,0.0001042233,0.002296438],"genre_scores_gemma":[0.0120214,0.03608457,0.007488011,0.862452,0.03889008,0.00007798881,0.00006368425,0.0004201441,0.04250197],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02920334,"threshold_uncertainty_score":0.1544439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06244578370784941,"score_gpt":0.3032176203312064,"score_spread":0.2407718366233569,"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."}}