{"id":"W2056042003","doi":"10.1260/026635105775870260","title":"Evaluation of Biological Deployable Systems","year":2005,"lang":"en","type":"article","venue":"International Journal of Space Structures","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Kinematics; Structural system; Computer science; Earthworm; Engineering; Ecology; Biology; Structural engineering; Physics","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":[0.0003515811,0.00007569086,0.0001503308,0.000161625,0.00001222481,0.00003172863,0.0001953309,0.00005026531,0.0002175593],"category_scores_gemma":[0.00009922281,0.00005299289,0.00008479597,0.00007545819,0.00002095512,0.0001633579,0.00001169038,0.00008259737,0.000001493958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222482,"about_ca_system_score_gemma":0.00002364702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009492477,"about_ca_topic_score_gemma":0.000005403597,"domain_scores_codex":[0.9987406,0.0000365667,0.0003407036,0.00004996782,0.000765825,0.00006633223],"domain_scores_gemma":[0.9986052,0.00002494419,0.000194186,0.00005214578,0.001091638,0.00003191323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001121712,0.000004041568,0.000886448,0.000002881538,0.0002507506,0.000001072925,0.0000768662,0.9782823,0.007452021,0.0009423424,0.0005110692,0.01157896],"study_design_scores_gemma":[0.001496242,0.00008794571,0.03876254,0.00008605856,0.0003125036,0.0002653409,0.0003455296,0.9047119,0.04491915,0.004428744,0.004333831,0.0002502263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914958,0.00232899,0.003915221,0.0001677316,0.001115671,0.00004981303,0.000006874066,0.00001625178,0.0009036485],"genre_scores_gemma":[0.996339,0.0001962366,0.002873254,0.000009391923,0.0005617975,6.90129e-7,0.000003610134,0.000006609704,0.000009369635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07357044,"threshold_uncertainty_score":0.2382122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241163455393698,"score_gpt":0.2777150758680709,"score_spread":0.2535987303287011,"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."}}