{"id":"W2035565020","doi":"10.1007/s10999-010-9145-z","title":"A single step process to design a custom mattress that relieves trunk shear forces","year":2011,"lang":"en","type":"article","venue":"International Journal of Mechanics and Materials in Design","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke","keywords":"Structural engineering; Finite element method; Curvature; Process (computing); Trunk; Solid mechanics; Computer science; Engineering; Mechanical engineering; Mathematics; Materials science; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001343874,0.0001250378,0.0002902132,0.0003118428,0.00002164425,0.00005199559,0.0001746748,0.00008402145,0.0001642732],"category_scores_gemma":[0.000275039,0.00009330157,0.00006161129,0.000069272,0.0000161723,0.0001785797,0.00003207188,0.00008464873,0.000005104001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006321043,"about_ca_system_score_gemma":0.00006975522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000190417,"about_ca_topic_score_gemma":0.000001910459,"domain_scores_codex":[0.998679,0.0001628393,0.0004762699,0.0001437996,0.0003991992,0.0001388839],"domain_scores_gemma":[0.9991342,0.0001197772,0.0002420053,0.00008254596,0.0003099011,0.0001116044],"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":[0.00973803,0.001227775,0.0002170873,0.0006182955,0.0004231863,0.0002372711,0.008568546,0.0002645769,0.9531413,0.009993836,0.001149955,0.01442016],"study_design_scores_gemma":[0.00692122,0.008069618,0.007597815,0.004918254,0.0001943124,0.0007124085,0.003376849,0.001885821,0.8919531,0.07290012,0.0008280608,0.0006424208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6113767,0.0001276522,0.3861879,0.0006520173,0.001007994,0.000515684,0.00000532377,0.00001290153,0.0001137837],"genre_scores_gemma":[0.934941,0.0001029041,0.06446694,0.0002713046,0.0001384398,0.00001542407,0.000001520246,0.00001849829,0.00004399626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235643,"threshold_uncertainty_score":0.3804727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05573556727717414,"score_gpt":0.3017155088706829,"score_spread":0.2459799415935088,"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."}}