{"id":"W7132962139","doi":"","title":"Exploring Cell-free Synthetic Biology Tools for De-centralized Diagnostics and Protein Manufacturing","year":2020,"lang":"","type":"dissertation","venue":"TSpace","topic":"CRISPR and Genetic Engineering","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Arizona State University","keywords":"Synthetic biology; Field (mathematics); Colistin; Work (physics); Food supply; Coronavirus disease 2019 (COVID-19); Food security; Tracking (education)","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":[0.000454575,0.0004659427,0.0003381207,0.0003100368,0.0003278533,0.001532467,0.0004966735,0.0006109736,0.004235232],"category_scores_gemma":[0.0003113319,0.0002605342,0.0005183768,0.0002890341,0.0005722811,0.0009644383,0.0006786017,0.001060271,0.002077871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006500243,"about_ca_system_score_gemma":0.0005652091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002462981,"about_ca_topic_score_gemma":0.0004808531,"domain_scores_codex":[0.9997395,0.00004305541,0.00001050202,0.00006001551,0.0001138514,0.00003309618],"domain_scores_gemma":[0.9998648,0.00004970526,0.00002873438,0.0000199951,0.00001881607,0.00001793917],"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":[0.00005664431,0.0001230894,0.0002783009,0.0009347654,0.00003091781,0.0002326049,0.00033238,0.004220718,0.851257,0.07045831,0.002669256,0.06940603],"study_design_scores_gemma":[0.00002984626,0.0004233298,0.0004931319,0.0001656301,0.00002827744,0.0004134619,0.0001940579,0.005981134,0.6888378,0.01302913,0.2903539,0.00005030679],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1755873,0.02423602,0.6976601,0.003890769,0.001150874,0.000388545,0.0009633352,0.001392835,0.09473019],"genre_scores_gemma":[0.4977881,0.03726269,0.3790441,0.001121054,0.0001313765,0.0005403401,0.001428467,0.0003288959,0.08235507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004235232,"threshold_uncertainty_score":0.01416826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04264518342300137,"score_gpt":0.3350982462717603,"score_spread":0.2924530628487589,"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."}}