{"id":"W7029450457","doi":"","title":"IRC begins development of potential water quality forensics tool","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Point (geometry); Key (lock); Work (physics); Identification (biology); Context (archaeology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003854047,0.00009314638,0.0001162419,0.00002082497,0.00006003843,0.000008489453,0.0001104353,0.00009490347,0.0002172835],"category_scores_gemma":[0.00005420628,0.00006996116,0.00006443696,0.00003252664,0.0001163726,0.000001305102,0.0000755916,0.00005423877,0.00002514019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008330069,"about_ca_system_score_gemma":0.0001284013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002897738,"about_ca_topic_score_gemma":0.0000143342,"domain_scores_codex":[0.9990081,0.00006318762,0.0002360699,0.0002095433,0.0002198293,0.0002632469],"domain_scores_gemma":[0.9995151,0.000003861234,0.00003094724,0.0002785691,0.0001168887,0.00005459941],"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":[0.00003741429,0.00003500255,0.0005693135,0.0000203714,0.00003864146,0.000001278569,0.0001013556,0.0000122748,0.9836325,0.001207679,0.002212592,0.01213157],"study_design_scores_gemma":[0.0003338699,0.00007471041,0.001955399,0.000002981584,0.00000435733,0.000004823616,0.00005823986,0.000006516397,0.9462876,0.00197643,0.04918336,0.0001117124],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761525,0.00004188575,0.01092736,0.00007842416,0.0001070399,0.0001096704,0.00000526184,0.000003923114,0.0125739],"genre_scores_gemma":[0.9728986,0.00001617147,0.02522236,0.00006059703,0.00004723476,0.000008544078,0.0000614015,0.000010703,0.001674399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04697077,"threshold_uncertainty_score":0.2852933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917165690614624,"score_gpt":0.2866254148626212,"score_spread":0.2674537579564749,"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."}}