{"id":"W4226088688","doi":"10.3390/technologies10020053","title":"Strategic Investment in Open Hardware for National Security","year":2022,"lang":"en","type":"article","venue":"Technologies","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"National security; Energy security; Investment (military); Business; Software deployment; Production (economics); Renewable energy; Environmental economics; Finance; International trade; Natural resource economics; Economics; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002011906,0.00006689139,0.0001090275,0.0001412132,0.00009499116,0.00003068529,0.0004592783,0.00004311295,0.00007150204],"category_scores_gemma":[0.00003971551,0.00006619564,0.00002929672,0.0003284663,0.00003776198,0.00008962613,0.0002137608,0.0001819208,0.000001679501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002079917,"about_ca_system_score_gemma":0.00003196285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001343943,"about_ca_topic_score_gemma":0.0001137071,"domain_scores_codex":[0.9994911,0.00001008014,0.0001160874,0.0001268679,0.0001195471,0.0001362953],"domain_scores_gemma":[0.9997981,0.00002801728,0.00001422621,0.000134713,0.00001854004,0.000006435488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002087766,0.00007865073,0.002206746,0.0001275302,0.00006934065,0.00000665101,0.0003285364,0.5244359,0.0022069,0.4515903,0.01624813,0.002680419],"study_design_scores_gemma":[0.0002935546,0.00006495358,0.0003549807,0.000004839636,0.00000562515,0.000002595589,0.006540448,0.09554797,0.005727655,0.8759977,0.01527787,0.0001818098],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953441,0.0007184124,0.0007481994,0.001035457,0.0001798491,0.001111643,0.00024538,0.003358802,0.03916132],"genre_scores_gemma":[0.9984683,0.000009085396,0.0009366659,0.00004616638,0.000005124372,0.0004905117,0.00002019158,0.000005436509,0.00001849151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.428888,"threshold_uncertainty_score":0.269938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03021045056572527,"score_gpt":0.2774516177460434,"score_spread":0.2472411671803181,"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."}}