{"id":"W4297164575","doi":"","title":"Rethinking wastewater characterization methods: a position paper","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"EnviroSim (Canada)","funders":"","keywords":"Characterization (materials science); Position (finance); Wastewater; Computer science; Position paper; Environmental science; Environmental engineering; Business; Materials science; World Wide Web; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01170527,0.001615358,0.0009586799,0.001733533,0.000896577,0.005886175,0.00185919,0.00385656,0.004785437],"category_scores_gemma":[0.007164634,0.001100509,0.0009956777,0.001857472,0.001880267,0.008704967,0.002462269,0.0056779,0.003252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002069854,"about_ca_system_score_gemma":0.001890198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169259,"about_ca_topic_score_gemma":0.001166352,"domain_scores_codex":[0.9946883,0.001826248,0.0002973674,0.001206832,0.001753097,0.0002280869],"domain_scores_gemma":[0.9953982,0.001698422,0.0001695456,0.000616949,0.001866305,0.0002505621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003257302,0.0003828834,0.0007796315,0.001509925,0.0001086874,0.0002596754,0.001146402,0.004255879,0.06606774,0.06136539,0.05188957,0.8119084],"study_design_scores_gemma":[0.00004630347,0.0005774054,0.0008152096,0.0004843699,0.00005342279,0.0002935621,0.0003851639,0.008112496,0.0642194,0.04779139,0.8770179,0.0002035026],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03536111,0.3245834,0.5207859,0.0641377,0.03311096,0.0004416046,0.0004655607,0.002058354,0.01905543],"genre_scores_gemma":[0.09078608,0.2638023,0.5137036,0.01412053,0.02107619,0.00044642,0.001295424,0.002071364,0.09269804],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01170527,"threshold_uncertainty_score":0.06190407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423562376702462,"score_gpt":0.2608134712529617,"score_spread":0.236577847485937,"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."}}