{"id":"W4239385851","doi":"10.2166/wqrj.2007.0026","title":"Philip H. Jones Award — 43rd Central Canadian Symposium on Water Quality Research","year":2007,"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":"Quality (philosophy); Environmental ethics; Environmental science; Chemistry; Philosophy; Epistemology","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.09601623,0.0003874032,0.0004876676,0.0007915102,0.003329829,0.0008184657,0.001532745,0.00036542,0.01561306],"category_scores_gemma":[0.0003848051,0.0002458188,0.0004104618,0.000598831,0.001533022,0.0007204601,0.0007361199,0.003846138,0.01333604],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0044648,"about_ca_system_score_gemma":0.0003248462,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2478701,"about_ca_topic_score_gemma":0.1266278,"domain_scores_codex":[0.9766302,0.009658427,0.001510911,0.0009499958,0.005755312,0.005495167],"domain_scores_gemma":[0.9948694,0.000622046,0.00009738493,0.001045953,0.0003474772,0.003017713],"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":[0.0035381,0.002836285,0.212129,0.0003312769,0.000559399,0.001745781,0.07871958,0.001015599,0.5062382,0.01183926,0.169825,0.01122254],"study_design_scores_gemma":[0.001442598,0.0005256706,0.1717485,0.0000799438,0.00001247599,0.0001434401,0.003226735,0.00002071129,0.2060486,0.01328344,0.6026883,0.0007795761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030176,0.00002208838,0.000146373,0.06453727,0.0008390364,0.0005996101,0.0000595327,0.00005030912,0.03072817],"genre_scores_gemma":[0.9834098,0.00007791764,0.0001454785,0.001060053,0.001034173,0.00002078856,0.00005494475,0.00004631943,0.01415058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4328632,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234797416846545,"score_gpt":0.4679331164551638,"score_spread":0.2331356996086189,"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."}}