{"id":"W37497728","doi":"10.1242/jeb.245583","title":"Manufacturing with Nanoparticle Sprays and Beams","year":2006,"lang":"en","type":"article","venue":"","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Guelph","keywords":"Nanoparticle; Nanotechnology; Microfabrication; Materials science; Deposition (geology); Tandem; Computer science; Fabrication; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005203818,0.0006434259,0.0003005295,0.0005113293,0.000368571,0.0003540456,0.0004496528,0.0008512545,0.005141215],"category_scores_gemma":[0.0004835256,0.0004867867,0.000493629,0.0002149478,0.0002971545,0.0004673116,0.0004106626,0.0006426295,0.002863487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000445955,"about_ca_system_score_gemma":0.0002865392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007582801,"about_ca_topic_score_gemma":0.001905303,"domain_scores_codex":[0.9995438,0.00002922178,0.00004005416,0.0001346325,0.0002057723,0.00004648877],"domain_scores_gemma":[0.9997646,0.00003932114,0.00005202453,0.00005190034,0.00007756609,0.00001453502],"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":[0.00003959515,0.00003182516,0.000211313,0.0001893022,0.00001462021,0.00007732344,0.00003969458,0.000428869,0.9881656,0.0004440653,0.0008066251,0.009551194],"study_design_scores_gemma":[0.00002396842,0.0003549209,0.0009680348,0.00003385056,0.00002277736,0.000124146,0.00002979347,0.002188845,0.9718336,0.0002319743,0.02417236,0.00001568558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6433281,0.0112896,0.2710254,0.001568507,0.002246966,0.002296753,0.002248317,0.005059252,0.06093722],"genre_scores_gemma":[0.8141743,0.005693329,0.1308494,0.0008419437,0.000127056,0.001963794,0.001087455,0.0005848992,0.04467787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005141215,"threshold_uncertainty_score":0.0171991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001664539719578489,"score_gpt":0.1457956373268932,"score_spread":0.1441310976073147,"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."}}