{"id":"W4411658817","doi":"10.51847/ua3ibdqhvo","title":"10.51847/UA3iBDqhVo","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Abdulaziz University","keywords":"Isolation (microbiology); Identification (biology); Soil water; Streptomyces; Characterization (materials science); Biology; Botany; Environmental science; Microbiology; Materials science; Soil science; Bacteria; Nanotechnology; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005583439,0.001083137,0.0006996515,0.001741768,0.001152718,0.002531813,0.0009065614,0.002509638,0.9642227],"category_scores_gemma":[0.0007915488,0.0004262264,0.0005455925,0.001450393,0.0007312263,0.001747658,0.002084584,0.001110183,0.9492692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007718186,"about_ca_system_score_gemma":0.000473734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002771416,"about_ca_topic_score_gemma":0.002415669,"domain_scores_codex":[0.9995907,0.00003695167,0.00002840114,0.0001285048,0.0001080143,0.0001075637],"domain_scores_gemma":[0.9992368,0.0001639375,0.00004215314,0.0001031597,0.0002165664,0.0002373982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003531149,0.0004167496,0.00166245,0.0003467149,0.00002067342,0.0002883048,0.0001322808,0.0003196435,0.007518699,0.005044044,0.1615156,0.8223817],"study_design_scores_gemma":[0.000052167,0.0001000182,0.002199185,0.0001873887,0.00001440904,0.0004745945,0.0001541778,0.000536608,0.001623286,0.001019563,0.993622,0.0000164308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003682821,0.0007365349,0.002557194,0.0009119281,0.0006701911,0.0001200139,0.00157971,0.001697502,0.988044],"genre_scores_gemma":[0.004738822,0.0001990143,0.001017817,0.000314001,0.00006219382,0.00004304291,0.0009879392,0.000258984,0.9923781],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03577733,"threshold_uncertainty_score":0.05103195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004217528257251545,"score_gpt":0.1605670744029193,"score_spread":0.1563495461456678,"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."}}