{"id":"W17537950","doi":"10.1007/978-1-4020-6112-7_37","title":"Life in a Hypervariable Environment","year":2007,"lang":"en","type":"book-chapter","venue":"Cellular origin and life in extreme habitats","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Salinity; Spirogyra; Algae; Environmental science; Chlorophyta; Salt pan; Hydrology (agriculture); Chlorophyll; Ecology; Geology; Botany; Biology; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001679625,0.0002295925,0.0002570626,0.0003728977,0.0003988981,0.001209161,0.0003499021,0.0003854728,0.00221298],"category_scores_gemma":[0.0004847682,0.0001115478,0.0001357542,0.0006239024,0.001678601,0.001997237,0.0009227431,0.00112086,0.0003218453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003526105,"about_ca_system_score_gemma":0.0001267332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002369931,"about_ca_topic_score_gemma":0.0002718053,"domain_scores_codex":[0.9999263,0.00001961153,0.000002677051,0.00002239685,0.00001825153,0.00001074779],"domain_scores_gemma":[0.9997832,0.0001120224,0.00002287652,0.00004057604,0.00001447339,0.00002684359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001059615,0.000004030944,0.0005023903,0.00004192936,0.00001322506,0.00008025228,0.0002671038,0.008760549,0.001563562,0.9568135,0.001837027,0.03010578],"study_design_scores_gemma":[0.000001916568,0.000007419077,0.0008193559,0.00001624099,0.000005748391,0.0001336515,0.00008565286,0.007552264,0.0003863779,0.9756227,0.01536182,0.000006828903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.291758,0.01549891,0.2671848,0.004263461,0.0004529326,0.00003447538,0.0003012139,0.0003120101,0.4201942],"genre_scores_gemma":[0.9526465,0.00467045,0.01560847,0.0003376874,0.0003213036,0.0000473593,0.0001429725,0.00007631578,0.02614881],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00221298,"threshold_uncertainty_score":0.007403135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04397311214455642,"score_gpt":0.2159602306051459,"score_spread":0.1719871184605894,"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."}}