{"id":"W4403427386","doi":"10.1007/698_2024_1165","title":"Future Perspectives","year":2024,"lang":"en","type":"book-chapter","venue":"˜The œhandbook of environmental chemistry","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002991133,0.0005498944,0.0005950893,0.0006794459,0.001120356,0.004470555,0.001441338,0.003606456,0.154643],"category_scores_gemma":[0.004748378,0.0001618295,0.000613215,0.0006942516,0.001403562,0.003426841,0.00177622,0.004095421,0.03489673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002358024,"about_ca_system_score_gemma":0.005871144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003444149,"about_ca_topic_score_gemma":0.008655893,"domain_scores_codex":[0.9987854,0.0003311977,0.00004397181,0.0001928417,0.0004162082,0.0002302952],"domain_scores_gemma":[0.9977345,0.0004177456,0.00008170247,0.000145079,0.0008702822,0.0007506123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007179657,0.00006249972,0.0001876397,0.0004696522,0.0000110249,0.0001567794,0.0001721553,0.0000993261,0.000334775,0.08777113,0.7253996,0.1852636],"study_design_scores_gemma":[0.000004886276,0.00001025047,0.00006843292,0.0001960254,0.000003271524,0.00009126168,0.0001008997,0.0000113943,0.00003509962,0.007790461,0.9916847,0.000003292037],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000788742,0.2572813,0.003271601,0.2872105,0.05897262,0.00006032239,0.001117591,0.0002511289,0.3910462],"genre_scores_gemma":[0.02266373,0.3181539,0.006500066,0.1585972,0.03843978,0.0002572756,0.002021818,0.000230685,0.4531356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.154643,"threshold_uncertainty_score":0.5173326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003760196682556253,"score_gpt":0.1701872584928441,"score_spread":0.1664270618102878,"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."}}