{"id":"W4392651495","doi":"10.14359/51740614","title":"Review and Analysis of FRP Bond Lengths from Pull-out Testing Database with Reduced Embedment Lengths","year":2024,"lang":"en","type":"article","venue":"","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Embedment; Computer science; Database; Materials science; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.0001688826,0.0001733782,0.0003954683,0.000195893,0.00002773474,0.00003623451,0.0001319751,0.00004903869,0.00003050702],"category_scores_gemma":[0.0000863422,0.0001345334,0.00004751706,0.0007367852,0.00004325145,0.0001021697,0.00005895147,0.0002265103,0.000004669032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004634933,"about_ca_system_score_gemma":0.00002506016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001112738,"about_ca_topic_score_gemma":0.00005528746,"domain_scores_codex":[0.9991312,0.00001027634,0.0002355643,0.0002792466,0.0001098595,0.0002338744],"domain_scores_gemma":[0.9992844,0.0002052382,0.00002393261,0.0004245909,0.00002219647,0.00003957203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002825381,0.0002241253,0.004583062,0.02372544,0.0291358,0.0002689344,0.002597913,0.01122733,0.3472065,0.006320793,0.0595605,0.5151213],"study_design_scores_gemma":[0.0009401052,0.0004976822,0.002104685,0.01949893,0.02416346,0.00005376762,0.001016598,0.7313724,0.1956764,0.0009859436,0.02102196,0.002668091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.457194,0.5166615,0.0137718,0.0008725557,0.0001273584,0.000395974,0.0001876428,0.004379978,0.006409226],"genre_scores_gemma":[0.9561151,0.01867148,0.02490263,0.00005135091,0.00001656659,0.00002738211,0.00007007353,0.00003723045,0.0001082496],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.720145,"threshold_uncertainty_score":0.5486113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0214734637741305,"score_gpt":0.2572397988014602,"score_spread":0.2357663350273297,"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."}}