{"id":"W141107000","doi":"10.2166/wqrj.2003.007","title":"Actinomycetes in the Elbow River Basin, Alberta, Canada","year":2003,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Geosmin; Tributary; Surface runoff; Environmental science; Terrestrial ecosystem; Turbidity; Ecology; Watershed; Groundwater; Freshwater ecosystem; Hydrology (agriculture); Biology; Ecosystem; Geography; Odor; Geology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002902604,0.0003996498,0.0002987017,0.002610267,0.002258175,0.001680219,0.0005009754,0.0002574366,0.0008652568],"category_scores_gemma":[0.0003948087,0.000234483,0.0001668332,0.004515231,0.000522413,0.0001532726,0.0004567627,0.0002248226,0.0001588337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009340562,"about_ca_system_score_gemma":0.01209582,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9750591,"about_ca_topic_score_gemma":0.9880362,"domain_scores_codex":[0.9993948,0.0000244002,0.00002664245,0.00008950121,0.0002984444,0.0001662434],"domain_scores_gemma":[0.9994049,0.00002757118,0.00007530734,0.000007994616,0.0003718592,0.0001124627],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00036165,0.0001406135,0.9316437,0.0002213481,0.00004572127,0.001133951,0.002038026,0.0007813455,0.02942056,0.0002635331,0.001023616,0.03292583],"study_design_scores_gemma":[0.000008314079,0.00004399931,0.99247,0.00003569135,0.00001730407,0.0001161822,0.002441682,0.0004980726,0.001104151,0.00003350865,0.003221423,0.000009691053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926192,0.001473828,0.0001957148,0.00008751524,0.000008856335,0.00006879855,0.001750555,0.00002705581,0.003768427],"genre_scores_gemma":[0.9920832,0.001349497,0.00102438,0.00008541987,0.000005697898,0.00002135806,0.001929705,0.000004869619,0.003495951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02494091,"threshold_uncertainty_score":0.0677709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129143550668512,"score_gpt":0.4012855574972425,"score_spread":0.2883712024303913,"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."}}