{"id":"W4239461670","doi":"10.1016/s0262-1762(21)00068-7","title":"Lake Ontario harbour clean up","year":2021,"lang":"en","type":"article","venue":"World Pumps","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Harbour; Clean water; Engineering; Environmental engineering; Environmental science; Wastewater; Waste management; Civil engineering","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001181675,0.00009046354,0.0001046577,0.00001553697,0.0001410431,0.00001951937,0.000132515,0.00004736692,0.3373641],"category_scores_gemma":[0.00001175281,0.00008666344,0.00004880788,0.0001745134,0.00009780793,0.0001016263,0.0001404023,0.0001882931,0.01919209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578705,"about_ca_system_score_gemma":0.00004917571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002621101,"about_ca_topic_score_gemma":0.9135782,"domain_scores_codex":[0.9992103,0.00004000409,0.0001289009,0.0002418186,0.0001342193,0.0002447414],"domain_scores_gemma":[0.9996294,0.00002150112,0.00003308522,0.000231421,0.000004558101,0.00007998781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007725266,0.0001280173,0.8774078,0.000001752845,0.00000966529,0.0001661541,0.0007175233,0.00003215919,0.0008358985,0.0006295714,0.1126235,0.007440189],"study_design_scores_gemma":[0.0002125253,0.00001343768,0.6613035,0.000003837376,0.00002038266,0.0000128609,0.00005623402,0.00004563266,0.003588861,0.0005976731,0.334008,0.0001370262],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8417442,0.00000479907,0.00003740926,0.0008191868,0.0006590346,0.00006707495,0.000002544309,0.00003480421,0.1566309],"genre_scores_gemma":[0.6257226,7.863269e-7,0.0003972389,0.001299609,0.00003437747,0.00000728762,0.00001199849,0.00000657703,0.3725195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9109571,"threshold_uncertainty_score":0.9815716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568142656796169,"score_gpt":0.2218588860247526,"score_spread":0.2061774594567909,"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."}}