{"id":"W7062603188","doi":"","title":"Water quality index models and parameters in five different countries (Canada, USA, Australia, Malaysia and Iraq): A review","year":2017,"lang":"en","type":"other","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Nucleofection; Tubulopathy; Sparganosis","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006082251,0.0004387559,0.001129659,0.0008211382,0.0002691504,0.00004522131,0.0006459354,0.0004118359,0.0006082866],"category_scores_gemma":[0.00003069979,0.0004004738,0.0001048053,0.0001818972,0.001635144,0.0001497544,0.0009273181,0.001179412,0.000007323911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001889118,"about_ca_system_score_gemma":0.0002246509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4257488,"about_ca_topic_score_gemma":0.1218485,"domain_scores_codex":[0.9974023,0.0001544993,0.0003124647,0.0007607868,0.000563052,0.0008069178],"domain_scores_gemma":[0.9983712,0.00008925554,0.0003112716,0.0008446154,0.0002060868,0.0001774991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007314691,0.0009643192,0.2641294,0.007863597,0.004127351,0.001147296,0.001234851,0.0002028411,0.000611041,0.06936774,0.611752,0.03786807],"study_design_scores_gemma":[0.01040364,0.0009182361,0.02026481,0.0361391,0.0008561455,0.0000254765,0.006932573,0.003315878,0.00190834,0.0574782,0.8568199,0.004937713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8439503,0.01518894,0.001432646,0.007400778,0.0002425315,0.003962686,0.001092538,0.0001245382,0.126605],"genre_scores_gemma":[0.7796018,0.006697488,0.0005311352,0.00001848786,0.00004591616,0.000003206997,0.00005731478,0.00009691563,0.2129478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3039003,"threshold_uncertainty_score":0.9998447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240334702052311,"score_gpt":0.3109735737863474,"score_spread":0.2585702267658243,"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."}}