{"id":"W2950295820","doi":"10.12962/j25983806.v18.i2.370","title":"Studi Pemanfaatan Produk Recovery Alum Dari Lumpur IPAM sebagai Koagulan pada Proses Koagulasi – Flokulasi","year":2018,"lang":"id","type":"article","venue":"Jurnal Purifikasi","topic":"Heavy Metal Pollution Remediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Nuclear chemistry; Pulp and paper industry; Waste management; Environmental science; Chemistry; Engineering","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002462564,0.001087979,0.00107848,0.000347857,0.001365164,0.0006274835,0.001350895,0.000639124,0.002345463],"category_scores_gemma":[0.001154473,0.001050422,0.0005135675,0.001545811,0.0016661,0.001985288,0.0008070257,0.001136617,0.01265702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001421155,"about_ca_system_score_gemma":0.0004860825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000414831,"about_ca_topic_score_gemma":0.0010058,"domain_scores_codex":[0.9905659,0.0008817006,0.001796564,0.002034875,0.002729522,0.001991459],"domain_scores_gemma":[0.9957736,0.0001824962,0.001041965,0.001700674,0.000248371,0.001052873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001580163,0.005180444,0.08221707,0.001043069,0.001482102,0.0004677047,0.005852367,0.0006930945,0.4552385,0.0005962752,0.2374908,0.2081584],"study_design_scores_gemma":[0.002693121,0.003037357,0.4580352,0.0005100451,0.0005234433,0.0002482873,0.0008403557,0.001742573,0.1369159,0.001068349,0.3918951,0.002490251],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607334,0.0009416155,0.0006417562,0.004935674,0.008707007,0.003058262,0.0002372574,0.0003488334,0.02039617],"genre_scores_gemma":[0.9545681,0.0006132564,0.0017021,0.001322311,0.004863679,0.0001169883,0.00009201572,0.0001857189,0.03653577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3758182,"threshold_uncertainty_score":0.9999349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668095092471088,"score_gpt":0.2572082672420399,"score_spread":0.240527316317329,"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."}}