{"id":"W2462446275","doi":"10.1016/j.ijimpeng.2016.06.008","title":"International Society of Impact Engineering","year":2016,"lang":"en","type":"article","venue":"International Journal of Impact Engineering","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Engineering","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":[0.0004975375,0.0001656401,0.0002195865,0.0004822281,0.00002007966,0.00005776631,0.000611657,0.00009592537,0.000171256],"category_scores_gemma":[0.0003906755,0.0001128089,0.000323757,0.0002402054,0.00003572055,0.001020453,0.000160141,0.0001957997,0.00001000656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003688414,"about_ca_system_score_gemma":0.00005919313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001582099,"about_ca_topic_score_gemma":1.599269e-7,"domain_scores_codex":[0.9987764,0.000002154271,0.0005041753,0.00009339907,0.00043388,0.0001899922],"domain_scores_gemma":[0.9986391,0.00006766352,0.0004483887,0.00008072238,0.0007485879,0.00001553737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006177416,0.0006475362,0.2182452,0.0002164677,0.01246267,0.0001734232,0.001137778,0.0434956,0.5063666,0.07839005,0.0307116,0.1075354],"study_design_scores_gemma":[0.01027803,0.0002891503,0.7028899,0.003145693,0.000222119,0.0005742573,0.0006513788,0.0633833,0.06209055,0.005837909,0.1483928,0.002244968],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9084833,0.00006244268,0.08557691,0.00178326,0.002684352,0.00007328441,0.0000140758,0.00006976412,0.001252635],"genre_scores_gemma":[0.9936523,0.00004355608,0.004782069,0.00008438087,0.001374831,0.000002046716,0.000004052919,0.00002123533,0.00003548886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4846447,"threshold_uncertainty_score":0.4600214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168650315210528,"score_gpt":0.2538461506533167,"score_spread":0.2421596475012114,"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."}}