{"id":"W4402534788","doi":"10.1007/978-3-031-61511-5_4","title":"Evaluation of the Properties of Offshore Structural Concrete Compared to Other Concrete Types","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; EnGlobe (Canada)","funders":"","keywords":"Submarine pipeline; Geotechnical engineering; Geology; Structural engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003516669,0.0003445854,0.0003203297,0.0006693636,0.000249272,0.0002923894,0.0003042946,0.0002929044,0.006147964],"category_scores_gemma":[0.0008537015,0.0001344453,0.000303613,0.0006467748,0.0002143677,0.0003728594,0.0002255539,0.0002162583,0.001054449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003553175,"about_ca_system_score_gemma":0.0002443386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00202831,"about_ca_topic_score_gemma":0.004438649,"domain_scores_codex":[0.9996676,0.00003607933,0.00001084985,0.00003977745,0.00022006,0.00002558018],"domain_scores_gemma":[0.9989783,0.0003435106,0.00009747913,0.0001016509,0.0004148621,0.00006419358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002791592,0.0002518477,0.01728286,0.00037415,0.00005800999,0.0003742916,0.0001571156,0.04201252,0.8536626,0.0009098024,0.001122584,0.08100261],"study_design_scores_gemma":[0.00005965039,0.00416001,0.1657461,0.00004277022,0.0001680462,0.0008487083,0.0004811487,0.04823976,0.7732776,0.0003882345,0.006532097,0.00005585943],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815305,0.0006231021,0.004185046,0.00002798644,0.00001917535,0.00001876047,0.0005695674,0.00007307356,0.0129528],"genre_scores_gemma":[0.9878967,0.0003453585,0.001523633,0.00000517078,0.000005102965,0.000009132798,0.0005167635,0.00005424161,0.009643891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006147964,"threshold_uncertainty_score":0.02056694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02644336290570801,"score_gpt":0.2302313596127765,"score_spread":0.2037879967070685,"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."}}