{"id":"W4411617358","doi":"10.51847/q4imqjg","title":"10.51847/Q4IMqjg","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Isolation (microbiology); Bacteria; Characterization (materials science); Microbiology; Biology; Biotechnology; Environmental science; Pulp and paper industry; Materials science; Engineering; 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":[0.0005997842,0.001172468,0.0007813025,0.001874241,0.001506533,0.00257209,0.001271887,0.003021237,0.9798921],"category_scores_gemma":[0.001001794,0.0004087252,0.0006139805,0.001899021,0.0009443158,0.001683408,0.002532057,0.001160179,0.9744104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00093943,"about_ca_system_score_gemma":0.0006356667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004418154,"about_ca_topic_score_gemma":0.003091646,"domain_scores_codex":[0.9996303,0.00002905153,0.00002563368,0.00009365292,0.0001421327,0.00007913066],"domain_scores_gemma":[0.9992605,0.0001264667,0.0000324603,0.0001141777,0.0002075313,0.0002589009],"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":[0.0001998089,0.0002406393,0.0008277458,0.0003650241,0.00001547074,0.0002065977,0.0001263839,0.0002550335,0.004010966,0.005221018,0.347736,0.6407953],"study_design_scores_gemma":[0.0000498939,0.00005568675,0.000902825,0.000131484,0.000007022014,0.0001604524,0.00008526041,0.0002325549,0.000563916,0.001191658,0.9966054,0.00001377077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001112827,0.0003219552,0.001574149,0.0009291909,0.0004529256,0.0001141883,0.001490236,0.001928848,0.9920757],"genre_scores_gemma":[0.002289572,0.0001306251,0.0008396879,0.0004321549,0.00005180046,0.00004341092,0.0009802197,0.000318452,0.9949139],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02010792,"threshold_uncertainty_score":0.02868152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004210316475886052,"score_gpt":0.1603563410640036,"score_spread":0.1561460245881176,"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."}}