{"id":"W7113091392","doi":"","title":"Uuden yhdyskuntajatevesidirektiivin vaikutus Suomen jatevedenhuoltoon","year":2025,"lang":"fi","type":"other","venue":"Aaltodoc (Aalto University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Data collection; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001757443,0.0005613659,0.0003867375,0.0006575653,0.001552505,0.005991554,0.0007006481,0.00128186,0.1665191],"category_scores_gemma":[0.002089809,0.0003050207,0.0006604588,0.0009903895,0.0006123754,0.001778407,0.003491002,0.002263766,0.04264004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002654284,"about_ca_system_score_gemma":0.009593057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02736563,"about_ca_topic_score_gemma":0.04147654,"domain_scores_codex":[0.9987893,0.0001350615,0.00005444831,0.0001817112,0.000522717,0.0003169375],"domain_scores_gemma":[0.9986687,0.0001744453,0.00009908702,0.00008176344,0.0005757939,0.00040019],"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":[0.0008329795,0.0003561743,0.02162734,0.00106381,0.00006720865,0.00138207,0.002473552,0.0008930828,0.006405699,0.07893063,0.4718917,0.4140757],"study_design_scores_gemma":[0.00001259231,0.0000378166,0.006479097,0.0001666626,0.0000104621,0.0001357971,0.0009506558,0.0001101751,0.0009849342,0.001252851,0.9898447,0.00001442155],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04699954,0.01053039,0.005051873,0.01640847,0.004447001,0.0002954558,0.01240222,0.000594351,0.9032707],"genre_scores_gemma":[0.07236622,0.008199733,0.00341556,0.002159704,0.0003299562,0.0001659595,0.007330084,0.0004593042,0.9055735],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1665191,"threshold_uncertainty_score":0.5570619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010120429736212,"score_gpt":0.207781437011508,"score_spread":0.1976802327141459,"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."}}