{"id":"W2024229544","doi":"10.1061/(asce)st.1943-541x.0000705","title":"Punching of Concrete Slabs: Interpretation of Test Results","year":2012,"lang":"en","type":"article","venue":"Journal of Structural Engineering","topic":"Construction Engineering and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BP (Canada); University of Calgary","funders":"","keywords":"Punching; Interpretation (philosophy); Structural engineering; Test (biology); Geotechnical engineering; Materials science; Geology; Forensic engineering; Composite material; Engineering; Computer science; Programming language","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":[0.0002664138,0.0001495027,0.0003393589,0.000240754,0.00001204958,0.000007434293,0.0001266,0.00006710941,0.00001135422],"category_scores_gemma":[0.0003192058,0.0001349699,0.0001301182,0.0001929371,0.00002135388,0.0003968675,0.00001589819,0.0002738694,5.157378e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005999475,"about_ca_system_score_gemma":0.00001214638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002485626,"about_ca_topic_score_gemma":1.245207e-7,"domain_scores_codex":[0.9987413,0.000007500949,0.0008039178,0.00004855863,0.0002041851,0.0001945033],"domain_scores_gemma":[0.9992452,0.0001881967,0.0002290156,0.0001144364,0.0001251588,0.00009799885],"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":[0.00003742921,0.000001319395,0.001567304,0.0002844495,0.0001272463,0.000001959358,0.001181599,0.7486257,0.2399797,0.0002510258,0.00003108014,0.007911209],"study_design_scores_gemma":[0.001497017,0.0001811748,0.05286729,0.0007894257,0.0001169673,0.0006725985,0.0003174816,0.7782012,0.1642494,0.000037138,0.0006301356,0.0004401116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759424,0.001067371,0.02080124,0.000009568781,0.001747195,0.0000448314,0.00003214704,0.00005930343,0.000295896],"genre_scores_gemma":[0.9904826,0.00003623437,0.009207615,0.000001213293,0.0002410794,3.978506e-7,0.000002259758,0.00002377747,0.000004776458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07573027,"threshold_uncertainty_score":0.5503913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004079419207702944,"score_gpt":0.1915637578729429,"score_spread":0.18748433866524,"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."}}