{"id":"W4385722824","doi":"10.1061/9780784485026.024","title":"Beavers, Birdwatchers, and a Critical Wastewater Force Main Can Coexist!","year":2023,"lang":"en","type":"article","venue":"","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001252794,0.001381692,0.0005317929,0.0009663482,0.02023044,0.005744372,0.001272743,0.003591266,0.06979774],"category_scores_gemma":[0.001892446,0.0008280591,0.0005593621,0.0005482074,0.003832007,0.00520489,0.0099906,0.004404914,0.01822872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003089363,"about_ca_system_score_gemma":0.00503432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1263133,"about_ca_topic_score_gemma":0.5265024,"domain_scores_codex":[0.9987129,0.0001669272,0.00001837517,0.0002058461,0.0002572992,0.0006387589],"domain_scores_gemma":[0.9964442,0.0001009673,0.00009479633,0.0001173968,0.0004322857,0.002810397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003058622,0.0003653594,0.04665051,0.000232782,0.00007707703,0.003662596,0.01717388,0.0001317543,0.004138444,0.01189777,0.6999658,0.2153983],"study_design_scores_gemma":[0.00001957151,0.0001557152,0.0132738,0.0003189596,0.00002665627,0.001189466,0.04336818,0.0001229732,0.0003219412,0.003529887,0.9376193,0.00005351684],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.193881,0.006859741,0.008888992,0.2189182,0.01377463,0.0003679921,0.000723907,0.001893612,0.554692],"genre_scores_gemma":[0.2913063,0.002936016,0.01413329,0.0362359,0.001090333,0.0001922282,0.0009330191,0.0005068924,0.652666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1263133,"threshold_uncertainty_score":0.2511561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709420433097087,"score_gpt":0.2311520406072563,"score_spread":0.2140578362762854,"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."}}