{"id":"W4402567130","doi":"10.15407/econindustry2024.03.052","title":"Regarding the influence of national factors on the biotic component of the enterprise's material backpack formation","year":2024,"lang":"en","type":"article","venue":"Economy of Industry","topic":"Economic and Business Development Strategies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Backpack; Component (thermodynamics); Biotic component; Business; Geology; Engineering; Abiotic component; Physics; Structural engineering; Paleontology; Thermodynamics","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":[0.0004019348,0.0001033587,0.0002092889,0.0000973526,0.00007220724,0.00005534191,0.0003373719,0.000111172,0.0002531503],"category_scores_gemma":[0.00004674245,0.00006197302,0.00009738811,0.0001224127,0.0001770258,0.0003031114,0.00007348593,0.0001963108,0.00002936685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008640547,"about_ca_system_score_gemma":0.00006023664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003737347,"about_ca_topic_score_gemma":0.000002330514,"domain_scores_codex":[0.9990687,0.00001524142,0.0006433956,0.0001353457,0.00003381239,0.0001034523],"domain_scores_gemma":[0.9991329,0.0001560506,0.0004736753,0.0001895631,0.00003546732,0.00001233123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003481941,0.00007548327,0.1125864,0.0003486834,0.0002822207,2.876361e-7,0.00239058,0.006805254,0.0004605132,0.8730684,0.003830229,0.0001172018],"study_design_scores_gemma":[0.0004583215,0.00006501251,0.8657238,0.0007423665,0.00001877531,0.000007141809,0.002784873,0.002078925,0.03574081,0.07572753,0.01626012,0.0003922967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788869,0.00006527566,0.00001765631,0.002001416,0.0004110587,0.0001609877,0.0001475999,0.000006680616,0.01830245],"genre_scores_gemma":[0.9996839,0.000015466,0.00001137583,0.0001199057,0.00005292532,0.000007627135,0.000008563445,0.000007180625,0.0000930263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7973408,"threshold_uncertainty_score":0.2771819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126318613194744,"score_gpt":0.2152256771621414,"score_spread":0.173962491030194,"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."}}