{"id":"W2972560589","doi":"10.11575/prism/36751","title":"Microbial Taxonomic and Functional Diversity in Canadian Saline and Thermal Springs","year":2019,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Functional diversity; Ecology; Geography; Biology; Sociology; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003382223,0.0003381739,0.0003240025,0.003785037,0.003082396,0.001058896,0.0004892801,0.0003049934,0.0008853092],"category_scores_gemma":[0.0008625889,0.0002470519,0.0002933597,0.005446854,0.0005889331,0.0002458688,0.0007806523,0.000234312,0.0001648408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01166049,"about_ca_system_score_gemma":0.0108894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.954672,"about_ca_topic_score_gemma":0.983166,"domain_scores_codex":[0.9993234,0.00002428082,0.00003204937,0.0001204584,0.0003353984,0.0001645691],"domain_scores_gemma":[0.9992881,0.00002716246,0.00006762604,0.00001390717,0.0004764868,0.000126702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000458366,0.00005060397,0.8786951,0.0002239999,0.000103661,0.0003436218,0.00603892,0.0007008882,0.07099751,0.00036496,0.0008395659,0.04118272],"study_design_scores_gemma":[0.000002603634,0.00002233989,0.9959458,0.000008575404,0.00001264972,0.0000566158,0.0009710179,0.0002614206,0.0009707577,0.00002562006,0.001711451,0.00001120587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961754,0.0003234735,0.0001258249,0.00004701427,0.000003264315,0.00001654892,0.001728189,0.000007945213,0.001572456],"genre_scores_gemma":[0.9943594,0.0005269906,0.000737493,0.00004994929,0.000004228576,0.00001934611,0.002511267,0.000006653163,0.001784572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04532802,"threshold_uncertainty_score":0.09118986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008186463030108958,"score_gpt":0.1562386133137609,"score_spread":0.148052150283652,"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."}}