{"id":"W4390988749","doi":"10.1051/bioconf/20248702012","title":"Pollution status of Aneuk Laot lake Sabang based on pollution index and saprobic index","year":2024,"lang":"en","type":"article","venue":"BIO Web of Conferences","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pollution; Environmental science; Index (typography); Light pollution; Hydrology (agriculture); Water quality; Ecology; Geology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002776245,0.0001238816,0.0001623014,0.0001190486,0.00005001348,0.00003768017,0.00009807255,0.00009008833,0.001299681],"category_scores_gemma":[0.00001737784,0.0001009496,0.00004654631,0.0002420976,0.0003572157,0.0001366151,0.00004613818,0.00009493657,0.00002423063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006006794,"about_ca_system_score_gemma":0.0002458716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009231735,"about_ca_topic_score_gemma":0.001313333,"domain_scores_codex":[0.9988198,0.0001056151,0.0002704961,0.0002361571,0.0003521921,0.0002157385],"domain_scores_gemma":[0.9996265,0.00004068198,0.0001004524,0.0001358187,0.00001067225,0.00008588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002527465,0.0003429333,0.8807173,0.0003208776,0.00005822462,0.000007047106,0.0009058379,0.002256184,0.02487702,0.03312633,0.001630725,0.05550473],"study_design_scores_gemma":[0.0004131526,0.0002937407,0.9261899,0.0001601137,0.00001999817,0.000001602663,0.0001804312,0.01751369,0.008737725,0.001001671,0.04531424,0.0001737244],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791104,0.0001675141,0.001428639,0.001524435,0.0002569072,0.0002353445,0.0001671211,0.00005516998,0.01705445],"genre_scores_gemma":[0.9994678,0.00006813522,0.00007564054,0.0001439237,0.00002075496,0.000006016862,0.00001865648,0.000004981384,0.0001940902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05533101,"threshold_uncertainty_score":0.9996133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02555773164722186,"score_gpt":0.271894561962412,"score_spread":0.2463368303151902,"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."}}