{"id":"W4299445780","doi":"","title":"Proceedings of the Fourth ASM Conference on Biofilms. March 25-29, 2007. Quebec City, Quebec, Canada.","year":2007,"lang":"en","type":"other","venue":"PubMed","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biology; Library science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001116615,0.001989096,0.001877525,0.002501415,0.002240523,0.00346205,0.001826268,0.001269698,0.4346661],"category_scores_gemma":[0.001187713,0.0006687932,0.0008683719,0.003844682,0.0007503794,0.001117126,0.00123651,0.001264332,0.1864474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007255843,"about_ca_system_score_gemma":0.01345219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5093756,"about_ca_topic_score_gemma":0.842131,"domain_scores_codex":[0.9994975,0.00003776957,0.00002300223,0.00004883059,0.0003069674,0.00008597204],"domain_scores_gemma":[0.9987273,0.00008024209,0.00003870379,0.00004641173,0.0008165436,0.0002908806],"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":[0.0000718314,0.00002480562,0.0002628787,0.000300367,0.00001398562,0.00003059433,0.00003192123,0.00008496878,0.0005466805,0.0002936687,0.9364207,0.0619176],"study_design_scores_gemma":[0.00001298075,0.00001925042,0.002237662,0.0002411186,0.00001909936,0.00004412463,0.00006448101,0.00007085568,0.0003543649,0.0001835256,0.9967396,0.00001304184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003709491,0.2315842,0.007110179,0.01585315,0.0300882,0.0006102566,0.07076053,0.003287397,0.6369967],"genre_scores_gemma":[0.003260755,0.04297423,0.001365154,0.0005690566,0.0006793474,0.00007509194,0.01046399,0.0003348452,0.9402775],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4906244,"threshold_uncertainty_score":0.9870275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911264545825119,"score_gpt":0.2061577744465897,"score_spread":0.1870451289883385,"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."}}