{"id":"W4409174131","doi":"10.1016/j.chemosphere.2025.144322","title":"Photocatalysis and phosphorus drive organic production in algal-bacterial co-cultures treating oil sands process affected water","year":2025,"lang":"en","type":"article","venue":"Chemosphere","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Ministry of Colleges and Universities","keywords":"Phosphorus; Photocatalysis; Oil sands; Environmental science; Environmental chemistry; Process (computing); Environmental engineering; Chemistry; Pulp and paper industry; Waste management; Catalysis; Engineering; Materials science; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002842625,0.0004194829,0.0004798812,0.0002173951,0.0001833556,0.0005411452,0.0002779671,0.0003304339,0.0004833268],"category_scores_gemma":[0.0002226844,0.0001328539,0.000332003,0.0003154874,0.0001697097,0.0002526488,0.000482922,0.0004586499,0.0002031581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003359129,"about_ca_system_score_gemma":0.0004092985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003819966,"about_ca_topic_score_gemma":0.006148007,"domain_scores_codex":[0.9996467,0.0000421782,0.00003844949,0.0001007088,0.0001068201,0.00006514284],"domain_scores_gemma":[0.9998969,0.00002236328,0.00002049401,0.000009111733,0.00003692375,0.00001414948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007812525,0.00008120292,0.0004710939,0.00006000236,0.000005958906,0.00004011989,0.00003302791,0.0002568992,0.9968767,0.00003777061,0.00001971461,0.002039475],"study_design_scores_gemma":[0.000007212614,0.0004672263,0.003476337,0.000006954916,0.00001475763,0.0000318175,0.00008175492,0.003066454,0.9921448,0.00003376693,0.0006609896,0.000007995095],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977965,0.0002030026,0.0009025749,0.00003218026,0.00001368672,0.00002717704,0.0002517336,0.00001604431,0.0007570675],"genre_scores_gemma":[0.9932673,0.0003974865,0.003737043,0.00001903744,0.000006918239,0.00006660777,0.0003797952,0.00001247041,0.002113287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003819966,"threshold_uncertainty_score":0.007595479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00327332221979074,"score_gpt":0.2219276942860174,"score_spread":0.2186543720662267,"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."}}