{"id":"W4387702038","doi":"10.3897/aca.6.e110344","title":"Prominence of Candidate Phyla Radiation (CPR) in Alberta Groundwater","year":2023,"lang":"en","type":"article","venue":"ARPHA Conference Abstracts","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Groundwater; Metagenomics; Aquifer; Phylum; Ecology; Agriculture; Geography; Environmental science; Biology; Geology","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":[0.000341183,0.0002337192,0.0002997749,0.00185588,0.001081324,0.0009092886,0.0002728579,0.0002717926,0.001141156],"category_scores_gemma":[0.0006749582,0.0001155807,0.0001726692,0.002342287,0.0005449973,0.0001876884,0.0008226066,0.0002797943,0.0001530522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002648416,"about_ca_system_score_gemma":0.002622589,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4032024,"about_ca_topic_score_gemma":0.571157,"domain_scores_codex":[0.9995449,0.00003101209,0.00001331333,0.0001428337,0.0001249608,0.0001428255],"domain_scores_gemma":[0.9996626,0.00003678507,0.00006247619,0.00001550674,0.0001285415,0.00009410728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007824052,0.00004648575,0.7551748,0.000162675,0.00007934884,0.0004070431,0.003086131,0.000687678,0.1674174,0.001295875,0.0009654195,0.06989475],"study_design_scores_gemma":[0.000005564315,0.00007244945,0.9897569,0.00002990946,0.00002821597,0.0002212944,0.00246479,0.00047067,0.00229248,0.0002317668,0.004410504,0.00001555306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953194,0.0008106057,0.0003749674,0.0001079515,0.000005895201,0.00001232503,0.001095685,0.00002126774,0.00225182],"genre_scores_gemma":[0.9953775,0.0006086631,0.001167199,0.000101077,0.000004265572,0.000009842354,0.001470741,0.000008550069,0.001252154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5967976,"threshold_uncertainty_score":0.801711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556428498113586,"score_gpt":0.2430820156404341,"score_spread":0.2275177306592982,"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."}}