{"id":"W4251542772","doi":"10.26434/chemrxiv.13289354.v1","title":"Standardized Stirring for Small Scale Surveys","year":2020,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; British Columbia Knowledge Development Fund; University of Victoria","keywords":"Vial; Scale (ratio); Reaction rate; Materials science; Catalysis; Analytical Chemistry (journal); Chemistry; Environmental science; Chromatography; Cartography; Organic chemistry; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001095718,0.0003741256,0.0005559513,0.00004977643,0.00003420243,0.00004582454,0.0005195675,0.000498523,0.0000159531],"category_scores_gemma":[0.000320693,0.0004086537,0.0002104863,0.000109494,0.00007285066,0.00002801263,0.000417387,0.0007489896,0.00001519742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036886,"about_ca_system_score_gemma":0.000009954943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000251243,"about_ca_topic_score_gemma":0.000005096128,"domain_scores_codex":[0.9986838,0.00001207841,0.0003053623,0.0004785614,0.0001238111,0.000396459],"domain_scores_gemma":[0.9990906,0.0001476698,0.00006182615,0.0005302225,0.00006799495,0.000101679],"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":[0.00003238271,0.00002170788,0.0002578525,0.003049497,0.0002653831,0.00001307961,0.0001202261,0.04089436,0.9256454,0.0001448605,0.003234759,0.02632055],"study_design_scores_gemma":[0.0003922512,0.000009727884,0.00007334556,0.0001127042,0.0000348551,7.890068e-7,0.00002734213,0.006669437,0.9697664,0.01620789,0.006201748,0.0005034492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5125861,0.0009375268,0.476328,0.0002997351,0.0006948755,0.0007844103,0.0001286246,0.006136524,0.002104176],"genre_scores_gemma":[0.9332369,0.0001918052,0.06564722,0.00002172295,0.0002586297,0.0002526688,0.0001268234,0.0001776872,0.00008655048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4206508,"threshold_uncertainty_score":0.9998365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761815930880304,"score_gpt":0.2528991463088616,"score_spread":0.2152809870000586,"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."}}