{"id":"W2135137058","doi":"10.1139/l06-154","title":"First ISIS Canada pedestrian bridge: student design perspective","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ingenuity; Bridge (graph theory); Excellence; Engineering; Pedestrian; Competition (biology); Conceptual design; Civil engineering; Engineering management; Construction engineering; Mechanical engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003075452,0.0002241699,0.0002903856,0.0005274085,0.00008170464,0.00006853934,0.000265953,0.00007211131,0.0001758874],"category_scores_gemma":[0.0001297713,0.0002379522,0.0001142981,0.0004849681,0.00001749815,0.0001573556,0.00000491478,0.000340632,0.00000213033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612111,"about_ca_system_score_gemma":0.000657554,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2494717,"about_ca_topic_score_gemma":0.9836643,"domain_scores_codex":[0.9986984,0.000007650349,0.0004405032,0.0001067644,0.0002663005,0.0004803604],"domain_scores_gemma":[0.9986576,0.000111434,0.00006086937,0.0001525273,0.00018912,0.0008284557],"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":[0.000002040049,0.000001179616,0.0003195321,0.00002359647,0.0001672274,0.0002349716,0.0004212943,0.9946973,0.0000859975,0.000180227,0.003634869,0.0002317338],"study_design_scores_gemma":[0.002139164,0.000224899,0.2091129,0.0005537843,0.0004588748,0.001341569,0.004405248,0.7044961,0.004652836,0.0001530158,0.07006387,0.002397631],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02579072,0.003220691,0.967163,0.0002377981,0.001994617,0.0001029572,0.00001356797,0.0000863444,0.001390283],"genre_scores_gemma":[0.9987271,0.00003017638,0.0008165115,0.00003095976,0.0003124773,0.000001072698,0.000001203677,0.00004751104,0.00003296871],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9729364,"threshold_uncertainty_score":0.9703408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009745766669385791,"score_gpt":0.2024760720484883,"score_spread":0.1927303053791025,"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."}}