{"id":"W2332191267","doi":"10.1061/9780784478745.073","title":"Envision As a Solution to Standards and Capacity Challenges","year":2014,"lang":"en","type":"article","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Business; Private sector; Finance; Public sector; Investment (military); Competition (biology); Economics; Economic growth","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":[0.0008301175,0.00006215258,0.000148963,0.00009006327,0.0001355388,0.00004484173,0.00006895889,0.00004925855,0.0002967415],"category_scores_gemma":[0.0002681758,0.00006817908,0.0000228741,0.00005473976,0.00001947096,0.0001074342,0.00006666839,0.00006193735,0.0002045729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007375711,"about_ca_system_score_gemma":0.000008151852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006296788,"about_ca_topic_score_gemma":0.0004040594,"domain_scores_codex":[0.999559,0.00001543694,0.000144082,0.0001218445,0.0000294422,0.0001301438],"domain_scores_gemma":[0.9996957,0.00003630145,0.0000380487,0.0001266259,0.00002037602,0.00008298495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001372251,0.00003937812,0.005065885,0.00001533271,0.00001776943,1.547381e-7,0.00747285,0.000001144075,0.00003549521,0.8833876,0.002067098,0.1018836],"study_design_scores_gemma":[0.0004589965,0.0002429302,0.2093405,0.00001623733,0.000001977308,0.000001586021,0.0004183507,0.0004746812,0.0001065604,0.2128999,0.5757149,0.0003233457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7399839,0.0004239973,0.005474736,0.005976089,0.0001070948,0.00008665129,0.00001558873,0.00003614184,0.2478958],"genre_scores_gemma":[0.9974367,0.0005493502,0.0008251255,0.0004056887,0.00003383002,0.000002925886,0.000001615994,0.000005671893,0.0007390623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6704877,"threshold_uncertainty_score":0.3249111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0736385829488223,"score_gpt":0.2586279106894679,"score_spread":0.1849893277406456,"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."}}