{"id":"W1999180986","doi":"10.1007/s11845-008-0180-9","title":"“May the force be with you”: 14th Samuel Haughton lecture","year":2008,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"Science Foundation Ireland","keywords":"Computer science; Gravitational force; Physics; Classical mechanics","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":[0.0008074422,0.0001266467,0.0001971173,0.0001334592,0.0002177638,0.00005792191,0.0007250918,0.00007639881,0.0003037562],"category_scores_gemma":[0.0003328071,0.00006211559,0.00008526204,0.0009152218,0.0005820442,0.0002887432,0.00002550413,0.0005377853,0.000003770253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007449852,"about_ca_system_score_gemma":0.0001911096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000023121,"about_ca_topic_score_gemma":0.00001325523,"domain_scores_codex":[0.9974238,0.00001822414,0.0002794373,0.0001090712,0.00189145,0.0002780722],"domain_scores_gemma":[0.999208,0.00008044665,0.00007519453,0.0001554155,0.0001365424,0.0003444539],"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":[0.00005131073,0.00004821853,0.001640143,0.00005383103,0.0002817041,0.0006955078,0.004491353,0.8099325,0.005075925,0.0003990546,0.1059368,0.07139366],"study_design_scores_gemma":[0.002157867,0.0004245883,0.01488789,0.0003553173,0.0001776657,0.01110943,0.00139744,0.8368593,0.02066708,0.0002076319,0.110952,0.0008038234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6549267,0.001070363,0.3274547,0.01338792,0.001078064,0.00007772505,0.000003166731,0.00009787873,0.001903516],"genre_scores_gemma":[0.997894,0.0002662514,0.00102089,0.0003902208,0.0003139043,8.119442e-7,6.35438e-7,0.000009966372,0.0001032568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3429674,"threshold_uncertainty_score":0.3325917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181323558852705,"score_gpt":0.2813318940040787,"score_spread":0.2495186584155516,"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."}}