{"id":"W4239309554","doi":"10.2166/wqrj.2009.047","title":"Philip H. Jones Award: 10th Western Canadian Symposium on Water Quality Research","year":2009,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental ethics; Political science; Philosophy; Biology; Ecology","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":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.05640488,0.0004009439,0.0005374796,0.0007403939,0.00310989,0.00109778,0.001649808,0.0003302648,0.01004502],"category_scores_gemma":[0.0002646865,0.000249877,0.000377904,0.0005207676,0.001038293,0.0008522456,0.0005154235,0.003478895,0.01854412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002891938,"about_ca_system_score_gemma":0.0002868521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1330122,"about_ca_topic_score_gemma":0.04094298,"domain_scores_codex":[0.9766589,0.01217874,0.001306043,0.000966426,0.005251092,0.003638826],"domain_scores_gemma":[0.9958582,0.0003581781,0.0000960925,0.001193015,0.0003293552,0.002165194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003032598,0.004535998,0.1298049,0.0002946246,0.0005398009,0.001523005,0.0906665,0.002183836,0.499529,0.009269009,0.2382238,0.02039694],"study_design_scores_gemma":[0.001939988,0.001332738,0.1609209,0.0001384843,0.00001697817,0.0001978853,0.001893069,0.00003188504,0.1168536,0.03243576,0.6831753,0.001063458],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8118725,0.00002358734,0.00004323076,0.1637723,0.0004064888,0.0005604119,0.00005266393,0.00005314641,0.02321573],"genre_scores_gemma":[0.9740495,0.00009564136,0.00008362783,0.002640419,0.0007059192,0.00002645087,0.00004972957,0.00003474768,0.02231394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4449515,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2382600238377172,"score_gpt":0.47109461353714,"score_spread":0.2328345896994228,"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."}}