{"id":"W4213303641","doi":"10.26434/chemrxiv.13289354.v2","title":"Standardized Stirring for Small Scale Surveys","year":2021,"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; Analytical Chemistry (journal); Catalysis; Chemistry; Chromatography; Physics; Organic chemistry","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":[0.004153663,0.001598745,0.0009791488,0.001385245,0.001434475,0.001093058,0.001195217,0.001467667,0.01081156],"category_scores_gemma":[0.006890163,0.001008507,0.0007717832,0.001331784,0.000971602,0.0007786883,0.001323763,0.00213763,0.008857764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005948081,"about_ca_system_score_gemma":0.0009998169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006910227,"about_ca_topic_score_gemma":0.001360334,"domain_scores_codex":[0.994058,0.001504314,0.0007386249,0.001550823,0.001611638,0.0005366589],"domain_scores_gemma":[0.9933515,0.00138115,0.0006976144,0.002452525,0.001881103,0.0002361439],"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":[0.0002309827,0.0001651562,0.0005762255,0.0002163399,0.00001659634,0.00007764818,0.0002100189,0.0003132425,0.9797928,0.001252974,0.001961143,0.01518681],"study_design_scores_gemma":[0.00007813067,0.0007916191,0.002019919,0.00004810866,0.0000539108,0.0002015563,0.00009478023,0.00254091,0.9569121,0.0006791566,0.03653427,0.0000454217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1662832,0.001124264,0.7933497,0.0005199533,0.001204353,0.006774337,0.003552927,0.009327736,0.01786363],"genre_scores_gemma":[0.217153,0.001684804,0.7324104,0.0006915898,0.0003403818,0.01786412,0.007502195,0.003403328,0.01895018],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01081156,"threshold_uncertainty_score":0.03616828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662007691434529,"score_gpt":0.2467882522552163,"score_spread":0.220168175340871,"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."}}