{"id":"W4407996853","doi":"10.1061/9780784485989.008","title":"A New Search Algorithm for 3D LEM Analysis","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Surface Polishing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"Computer science; Algorithm","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":[0.0006849497,0.001059518,0.001014333,0.001452129,0.0006764779,0.001109703,0.001752157,0.00175532,0.005196904],"category_scores_gemma":[0.002230379,0.000603003,0.001246874,0.001351506,0.0006762078,0.001546717,0.001835103,0.001287675,0.001722038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006299873,"about_ca_system_score_gemma":0.00112933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00326822,"about_ca_topic_score_gemma":0.003420384,"domain_scores_codex":[0.9995042,0.00009503595,0.00003509312,0.00008896626,0.0002326935,0.00004396436],"domain_scores_gemma":[0.9994881,0.000245655,0.00003926362,0.00005333572,0.0001511603,0.0000223174],"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":[0.00008071658,0.00006264669,0.0006018922,0.0001680447,0.00007437209,0.0001036325,0.0001200245,0.6319853,0.008097939,0.03171507,0.005319878,0.3216705],"study_design_scores_gemma":[0.0000105555,0.00001392477,0.00003680427,0.000007277977,0.00000542495,0.00002864434,0.000007846857,0.9927143,0.0005994653,0.003820624,0.002749508,0.000005516801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001183998,0.00007970771,0.997263,0.00003425127,0.00002201011,0.00002603938,0.00002775766,0.0003152155,0.001048084],"genre_scores_gemma":[0.04325678,0.0001325807,0.9536265,0.00008841379,0.00003215337,0.0002612292,0.0001772538,0.0002407112,0.002184481],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005196904,"threshold_uncertainty_score":0.01738536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108653478880987,"score_gpt":0.2978372261467854,"score_spread":0.2867506913579755,"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."}}