{"id":"W4413513575","doi":"10.64628/aam.atuwapu3g","title":"New technology makes wastewater from the oilsands industry safer for fish","year":2020,"lang":"en","type":"article","venue":"","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"SAFER; Fish <Actinopterygii>; Wastewater; Business; Fishery; Waste management; Engineering; Computer science; Computer security; Biology","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":[0.0004521678,0.0006353511,0.0004439506,0.0009384092,0.0005118296,0.001655469,0.0005761541,0.001302603,0.008498685],"category_scores_gemma":[0.0006498428,0.0003288366,0.0008123593,0.000465706,0.0008427917,0.002527648,0.0009764554,0.001519352,0.002655588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001100431,"about_ca_system_score_gemma":0.001411881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001560721,"about_ca_topic_score_gemma":0.005134598,"domain_scores_codex":[0.999247,0.00005148339,0.00003978995,0.0001386948,0.0004593064,0.00006381118],"domain_scores_gemma":[0.9995446,0.00005416877,0.00008783149,0.00004320816,0.0002113918,0.00005878888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001333538,0.000172219,0.001749398,0.0003968651,0.00003394726,0.0002156118,0.00009617039,0.0003294929,0.9433928,0.003498695,0.002652605,0.0473288],"study_design_scores_gemma":[0.00007276658,0.0005231879,0.00436493,0.00008909198,0.0001051298,0.001274603,0.000398597,0.001784658,0.8889078,0.003551786,0.09887338,0.00005395479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6556504,0.01375908,0.1908125,0.03096757,0.004711566,0.0003215617,0.001679177,0.001856487,0.1002417],"genre_scores_gemma":[0.7659465,0.01526444,0.1356673,0.005734114,0.001137537,0.0001309192,0.001666389,0.0003822635,0.07407052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984393,"threshold_uncertainty_score":0.028431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01852922335082644,"score_gpt":0.2357007599966623,"score_spread":0.2171715366458358,"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."}}