{"id":"W3165852793","doi":"10.3390/microorganisms9051091","title":"A Deep Look into the Microbiology and Chemistry of Froth Treatment Tailings: A Review","year":2021,"lang":"en","type":"review","venue":"Microorganisms","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Natural Resources Canada","funders":"Office of Energy Research and Development","keywords":"Tailings; Oil sands; Environmental science; Waste management; Environmental chemistry; Biodegradation; Asphalt; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000168474,0.0005674736,0.002570807,0.00003218051,0.000129925,0.00004704969,0.0004607345,0.0004142183,0.001220747],"category_scores_gemma":[0.00008147216,0.0003497028,0.0006997695,0.0002730196,0.0002396687,0.00001834629,0.0001835406,0.0003448262,0.00002464206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839002,"about_ca_system_score_gemma":0.0004382511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004682118,"about_ca_topic_score_gemma":0.00001085901,"domain_scores_codex":[0.9981073,0.00007568181,0.0007859309,0.0006626284,0.00008262415,0.0002857921],"domain_scores_gemma":[0.9982794,0.0001298628,0.0006559157,0.0007685968,0.00008816871,0.0000780598],"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":[0.00000112189,0.00008701441,0.000001304949,0.08917956,0.0008699275,0.00002376409,0.0001972358,4.013307e-8,0.1200351,0.000001053167,0.0001870904,0.7894168],"study_design_scores_gemma":[0.0001498467,0.00001011232,3.952727e-9,0.03861616,0.003799759,0.0003049206,0.00009868835,6.136107e-7,0.03018264,0.000003312589,0.9265324,0.000301572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008612149,0.9988783,0.00001635052,0.00008724935,0.00001797505,0.0000418837,0.00004536098,0.00003273035,0.0007940506],"genre_scores_gemma":[0.000009138312,0.9908668,0.0003334353,0.0001077749,0.0001135445,0.0000674398,0.0005528806,0.00006415536,0.007884871],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9263453,"threshold_uncertainty_score":0.9998955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01236550584218583,"score_gpt":0.2692262488984372,"score_spread":0.2568607430562514,"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."}}