{"id":"W1974383977","doi":"10.1177/1071181312561516","title":"Experimental Evaluation of the Dermoskeleton Concept: Addressing the Soldiers Overload Challenge","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Prosthetics and Rehabilitation Robotics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Information overload; Military personnel; Computer science; Aeronautics; Operations research; Risk analysis (engineering); Engineering; Medicine; Political science; World Wide Web; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001900429,0.001013787,0.0004784596,0.0004513939,0.0004279699,0.0003604789,0.000792077,0.0007405106,0.005977655],"category_scores_gemma":[0.003011265,0.0003599265,0.0004109763,0.0001526535,0.0007336774,0.0007925814,0.0008964912,0.0006956519,0.0005915333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119008,"about_ca_system_score_gemma":0.0004210975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006324566,"about_ca_topic_score_gemma":0.0006791665,"domain_scores_codex":[0.9992104,0.0002175108,0.00009764973,0.0001541006,0.0002128568,0.0001074967],"domain_scores_gemma":[0.998082,0.0009236582,0.0001446353,0.0002186411,0.0003545778,0.0002764434],"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":[0.03110246,0.06926508,0.006568563,0.002566895,0.0002499684,0.0006586757,0.004988581,0.003768458,0.7748951,0.001109869,0.001639338,0.103187],"study_design_scores_gemma":[0.004924764,0.7175224,0.03957437,0.0002840963,0.0004995671,0.001054111,0.002508366,0.009131234,0.2132335,0.0009245335,0.01019014,0.0001528239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946726,0.00009523436,0.003744892,0.0000664533,0.0000603492,0.0004688798,0.0001385916,0.00003856026,0.0007144155],"genre_scores_gemma":[0.9727293,0.0004793944,0.01836142,0.0001592871,0.0001123917,0.001634192,0.0004684755,0.00004376079,0.006011892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005977655,"threshold_uncertainty_score":0.01999724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850624868495599,"score_gpt":0.2698258317449449,"score_spread":0.2313195830599889,"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."}}