{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004138108,0.001606534,0.0009748,0.00138557,0.001436556,0.001085323,0.001193786,0.001461781,0.01085653],"category_scores_gemma":[0.006787485,0.001006205,0.0007680379,0.001330859,0.0009696858,0.0007741838,0.001312184,0.00213392,0.008906723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005959845,"about_ca_system_score_gemma":0.001004491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006970403,"about_ca_topic_score_gemma":0.001374693,"domain_scores_codex":[0.9940816,0.001501277,0.0007359294,0.001545846,0.001600224,0.0005350881],"domain_scores_gemma":[0.9934359,0.001361275,0.0006892766,0.002416933,0.00186262,0.000234088],"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":[0.0002303859,0.0001655104,0.000566754,0.0002130749,0.00001635134,0.00007628735,0.000206914,0.0003069807,0.9800659,0.001224923,0.001944943,0.0149819],"study_design_scores_gemma":[0.00007907079,0.0007959144,0.002009237,0.00004778883,0.00005381633,0.0001997773,0.00009462306,0.002539404,0.9569137,0.0006655854,0.03655579,0.0000452126],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1668214,0.001117051,0.7923813,0.0005196169,0.00120046,0.006911134,0.003574302,0.009377939,0.01809668],"genre_scores_gemma":[0.215991,0.001678174,0.7330436,0.0006889693,0.0003401026,0.01823294,0.007535381,0.003385587,0.01910431],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01085653,"threshold_uncertainty_score":0.03631872,"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."}}