{"id":"W4223474030","doi":"10.3390/microorganisms10040803","title":"Road Salt versus Urban Snow Effects on Lake Microbial Communities","year":2022,"lang":"en","type":"article","venue":"Microorganisms","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada","keywords":"Snowmelt; Snow; Microbial population biology; Plankton; Temperate climate; Overwintering; Community structure; Environmental science; Subarctic climate; Ecology; Biology; Geography; Bacteria; Surface runoff","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002747472,0.0002211388,0.0002373255,0.00005038194,0.001503009,0.00002282815,0.0009140534,0.00009877636,0.04266056],"category_scores_gemma":[0.0000222915,0.0002436488,0.00008574204,0.0002110591,0.0002947447,0.0000637244,0.001419999,0.0008206262,0.002254916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000237213,"about_ca_system_score_gemma":0.00002079154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007631629,"about_ca_topic_score_gemma":0.006661334,"domain_scores_codex":[0.9981992,0.0008469189,0.0001794374,0.0002259937,0.0001219889,0.0004265225],"domain_scores_gemma":[0.9988583,0.0003724924,0.000083726,0.0006093343,0.000005163651,0.00007099035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005304727,0.0003523636,0.001406221,0.00000828614,0.00004427379,0.0000216613,0.004292694,0.0002766499,0.8264677,0.0001818867,0.1639055,0.002512296],"study_design_scores_gemma":[0.004623967,0.003501153,0.02454845,0.00001872432,0.00006676242,0.00007668917,0.001459194,0.00001966621,0.2688984,0.0005526692,0.6952537,0.0009805955],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99051,0.00002695795,0.000007949954,0.0003823502,0.001193232,0.0002542351,0.00008235461,0.00009529768,0.007447631],"genre_scores_gemma":[0.994735,0.000006811088,0.0001342856,0.003300505,0.00008012498,0.00003022576,0.0003513826,0.00003442468,0.001327263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5575693,"threshold_uncertainty_score":0.9997969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009832252571896396,"score_gpt":0.2074154933150743,"score_spread":0.1975832407431779,"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."}}