{"id":"W4280608489","doi":"10.1007/s10661-022-10095-8","title":"Comparison of drone and vessel-based collection of microbiological water samples in marine environments","year":2022,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Ecotoxicology; Drone; Environmental science; Seawater; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00129374,0.0003808838,0.0003788204,0.0008137837,0.0004976582,0.001210721,0.0005506568,0.0003743949,0.0006364811],"category_scores_gemma":[0.003717178,0.0002709207,0.0003264398,0.0008766472,0.0005734647,0.0005327201,0.0007216368,0.0002559686,0.0002617298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338654,"about_ca_system_score_gemma":0.001134721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08444571,"about_ca_topic_score_gemma":0.2345968,"domain_scores_codex":[0.9975976,0.0004254181,0.0001684902,0.0005048171,0.001122963,0.00018062],"domain_scores_gemma":[0.9971168,0.0005212305,0.0005657569,0.0002286758,0.00134457,0.0002228388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002023788,0.0007298191,0.4870134,0.0009163935,0.0002303888,0.0002773523,0.002215141,0.001844469,0.4402745,0.0001862724,0.000453837,0.06383467],"study_design_scores_gemma":[0.00002983071,0.00373936,0.9284263,0.0000927849,0.0001392027,0.0002861003,0.00196251,0.002140672,0.0610302,0.00002555059,0.0020784,0.00004919045],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958186,0.00038104,0.001944608,0.00003625475,0.00002507591,0.0001613244,0.0004454907,0.00002231227,0.001165352],"genre_scores_gemma":[0.9851962,0.000838497,0.01078434,0.0001041186,0.00001243338,0.0001439996,0.001375451,0.00002165834,0.001523243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08444571,"threshold_uncertainty_score":0.1679084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03326934239271652,"score_gpt":0.2918108550541569,"score_spread":0.2585415126614404,"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."}}