{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001113727,0.0002034553,0.0002049772,0.0001715879,0.0002542281,0.0003202598,0.0001040271,0.0001930222,0.0009943637],"category_scores_gemma":[0.0001999519,0.00008187388,0.0002553103,0.0001610959,0.0002502154,0.0001945954,0.0003877986,0.0001304133,0.00009948923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002798185,"about_ca_system_score_gemma":0.0003302689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004168758,"about_ca_topic_score_gemma":0.01125532,"domain_scores_codex":[0.9998422,0.00003406875,0.00001384541,0.00003725136,0.00003700661,0.00003565719],"domain_scores_gemma":[0.9998444,0.00002400029,0.00004993243,0.000008251674,0.00003678565,0.00003657413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001314893,0.00008262516,0.08094662,0.0001779966,0.00006989146,0.0001391252,0.0004559449,0.0003063603,0.9115757,0.00004141362,0.00006844577,0.004821014],"study_design_scores_gemma":[0.0000264525,0.002549357,0.8065971,0.00001260067,0.00009332466,0.000101652,0.001237562,0.0007772936,0.1874068,0.00007610982,0.001104138,0.00001760005],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995765,0.00005815017,0.00004048993,0.000006876244,0.00000192542,0.000005270037,0.0001038694,0.000001851305,0.0002051983],"genre_scores_gemma":[0.9990767,0.0001012368,0.0001634078,0.00002721845,0.000003301387,0.00001268328,0.0002481297,0.000001964221,0.0003652869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004168758,"threshold_uncertainty_score":0.00828898,"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."}}