{"id":"W1876299372","doi":"10.1002/jrs.4368","title":"2D Raman spectroscopy study of dolomite and cyanobacterial extracellular polymeric substances from Khor Al‐Adaid sabkha (Qatar)","year":2013,"lang":"en","type":"article","venue":"Journal of Raman Spectroscopy","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Dolomite; Raman spectroscopy; Sabkha; Geology; Extracellular polymeric substance; Mineralogy; Microbial mat; Cyanobacteria; Organic matter; Chemistry; Geochemistry; Environmental chemistry; Paleontology; Sedimentary rock; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005635718,0.0004011897,0.0008769449,0.0001846559,0.0001777888,0.000384264,0.001312647,0.0001255376,0.0004724754],"category_scores_gemma":[0.00009571188,0.00032548,0.0001734407,0.0004046763,0.0001748865,0.0009434262,0.0002569846,0.0005320563,0.00001807863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006949497,"about_ca_system_score_gemma":0.0001106788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002505929,"about_ca_topic_score_gemma":0.00002698319,"domain_scores_codex":[0.9969104,0.0002133879,0.00108958,0.0005585712,0.000651058,0.0005769902],"domain_scores_gemma":[0.9972878,0.0001985765,0.001262685,0.0007263777,0.0002444096,0.0002801603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001617824,0.0004957512,0.01837964,0.00002190996,0.0001566837,0.000103069,0.001629178,0.00001970911,0.9769627,0.0002574288,0.001344803,0.0004673577],"study_design_scores_gemma":[0.00393947,0.003169304,0.05479746,0.0001441848,0.0001197397,0.0002105773,0.002123056,0.001008422,0.9234475,0.006914193,0.003496439,0.0006296484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839145,0.001765607,0.01065753,0.00187084,0.0008577218,0.0003463672,0.000005538061,0.00004377207,0.000538156],"genre_scores_gemma":[0.9754292,0.0002134875,0.0235128,0.0001257811,0.00050871,0.000007339623,0.000003006171,0.00001171694,0.000187955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05351518,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008962885330677567,"score_gpt":0.2292743486323498,"score_spread":0.2203114633016722,"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."}}