{"id":"W4392546456","doi":"10.1617/s11527-024-02319-9","title":"RILEM recommendation from TC 289-DCM: guideline for designing and operating long-term marine exposure sites","year":2024,"lang":"en","type":"article","venue":"Materials and Structures","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"EnGlobe (Canada)","funders":"Tsinghua University; National Natural Science Foundation of China","keywords":"Guideline; Term (time); Solid mechanics; Engineering; Forensic engineering; Marine engineering; Reliability engineering; Environmental science; Materials science; Medicine; Composite material; Physics; Pathology","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":[0.009091221,0.002316833,0.001727093,0.003976657,0.003607567,0.004652572,0.007966,0.01819596,0.03533081],"category_scores_gemma":[0.01392314,0.001927959,0.003122044,0.002615812,0.001976226,0.002333328,0.002887046,0.006339468,0.05280653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004080393,"about_ca_system_score_gemma":0.02710577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1331456,"about_ca_topic_score_gemma":0.2647123,"domain_scores_codex":[0.9828603,0.00277925,0.001531684,0.0007038471,0.01055979,0.001565159],"domain_scores_gemma":[0.98283,0.00150925,0.0008651917,0.0009897673,0.0130728,0.000732992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001976965,0.0005215692,0.00190283,0.001259502,0.00004441768,0.0006007045,0.0007156229,0.003160159,0.01476895,0.007537584,0.9120109,0.05728009],"study_design_scores_gemma":[0.00006734386,0.000177688,0.006028846,0.001369218,0.00007863577,0.0002539408,0.0006623592,0.0005928597,0.004319654,0.002666011,0.9836704,0.0001130779],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01517151,0.006253903,0.08094205,0.04636782,0.008989638,0.005896566,0.0519367,0.005022431,0.7794195],"genre_scores_gemma":[0.03645141,0.007981547,0.1379208,0.04460358,0.001116566,0.00729562,0.04490674,0.002475187,0.7172486],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1331456,"threshold_uncertainty_score":0.2647413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01454988040944916,"score_gpt":0.2547167027735409,"score_spread":0.2401668223640918,"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."}}