{"id":"W4200348579","doi":"10.1016/j.watres.2021.117985","title":"Sequential combination of photocatalysis and microalgae technology for promoting the degradation and detoxification of typical antibiotics","year":2021,"lang":"en","type":"article","venue":"Water Research","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":165,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Photocatalysis; Degradation (telecommunications); Chemistry; Nanosheet; Materials science; Catalysis; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.000744549,0.0000599079,0.0001419657,0.0001979312,0.000108381,0.000019138,0.0001161333,0.00009705152,0.000006680491],"category_scores_gemma":[0.0002374583,0.000041682,0.00002509246,0.000354662,0.0003300811,0.00007090513,0.0001549621,0.0001254325,6.911945e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002383287,"about_ca_system_score_gemma":0.00002236565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007644177,"about_ca_topic_score_gemma":0.0000839682,"domain_scores_codex":[0.9990916,0.0001161639,0.0002426845,0.000208698,0.0001781307,0.0001627783],"domain_scores_gemma":[0.9990457,0.0000723009,0.00006178482,0.000274535,0.0005272701,0.00001835204],"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":[0.00004151148,0.00005938117,0.0009952874,0.0001110838,0.00002780266,4.896202e-7,0.0003280955,0.000003481905,0.9797854,0.007546604,0.000005683728,0.01109519],"study_design_scores_gemma":[0.00021742,0.00007438641,0.0003439046,0.00002348584,0.00002135282,0.000006355849,0.0002318862,0.001743332,0.9826372,0.01440381,0.0002545376,0.00004236653],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934062,0.0001054625,0.005366931,0.0005353057,0.000007360654,0.000498486,0.000005582559,0.00002047043,0.00005416945],"genre_scores_gemma":[0.9937201,0.00006027099,0.005929796,0.00000300601,0.000007043597,0.00002719918,0.0001212691,0.00001200951,0.0001193551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01105282,"threshold_uncertainty_score":0.1699743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04937819051303887,"score_gpt":0.3608245021268535,"score_spread":0.3114463116138146,"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."}}