{"id":"W4251595438","doi":"10.26434/chemrxiv.13515086","title":"Topino: A Graphical Tool for Quantitative Assessment of Molecular Stream Separations","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Software; Bottleneck; Graphical user interface; Data stream; Embedded system; Telecommunications; Programming language","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":[0.003778485,0.00384842,0.002114472,0.004780206,0.001043696,0.004349593,0.003977331,0.001795535,0.1958981],"category_scores_gemma":[0.01236103,0.001654914,0.001958673,0.002108001,0.0008966416,0.004574324,0.004560025,0.003621868,0.08173259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008372284,"about_ca_system_score_gemma":0.001836225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001535464,"about_ca_topic_score_gemma":0.001450229,"domain_scores_codex":[0.9974231,0.0003615868,0.0002607884,0.0005009081,0.001213443,0.0002403527],"domain_scores_gemma":[0.9949198,0.002533833,0.0004171049,0.0006225641,0.001192854,0.0003138038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001182903,0.0002420052,0.002616842,0.003222036,0.0003510521,0.0006592075,0.000631458,0.004610697,0.03376027,0.01270255,0.7194254,0.2205955],"study_design_scores_gemma":[0.0003777138,0.0002709135,0.005493256,0.0009333909,0.0002527032,0.001055628,0.0002690802,0.0780356,0.0862843,0.02767913,0.7986934,0.0006549525],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001950626,0.0005179531,0.2752644,0.0003306589,0.0005465335,0.0002603155,0.03459126,0.6774909,0.009047364],"genre_scores_gemma":[0.03960549,0.001628898,0.522502,0.001818096,0.0005129683,0.003467635,0.09304173,0.3075579,0.02986533],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1958981,"threshold_uncertainty_score":0.6553445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485224186102905,"score_gpt":0.292199672175915,"score_spread":0.277347430314886,"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."}}