{"id":"W7081950249","doi":"10.11159/mcm25","title":"Proceedings of the 11th World Congress on Mechanical, Chemical, and Material Engineering","year":2025,"lang":"en","type":"paratext","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Graduate Education; Sanofi Pasteur; Defense Advanced Research Projects Agency; Mitacs; Natural Sciences and Engineering Research Council of Canada; Koninklijke Nederlandse Akademie van Wetenschappen; Royal Society of Chemistry; Sanofi","keywords":"Work (physics); Materials processing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002439947,0.001525842,0.0009959537,0.001334869,0.001246246,0.005256245,0.001397928,0.001969745,0.1149059],"category_scores_gemma":[0.002031608,0.0003439476,0.0008110045,0.0009234151,0.0009621915,0.002253193,0.002040918,0.003293423,0.05921013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001274096,"about_ca_system_score_gemma":0.002580805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082625,"about_ca_topic_score_gemma":0.002992675,"domain_scores_codex":[0.9979929,0.0002621113,0.0000820186,0.0001876918,0.00127239,0.0002029605],"domain_scores_gemma":[0.9980502,0.0002055906,0.0001217097,0.0001185272,0.0009656192,0.0005383883],"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":[0.0001044382,0.0001017371,0.0002706352,0.000399856,0.00002228059,0.0001061782,0.0000642891,0.0002292711,0.002419729,0.00448693,0.9056168,0.0861778],"study_design_scores_gemma":[0.000003623919,0.00003304281,0.0004805654,0.00009870069,0.000005841125,0.00007834219,0.00004811338,0.0001062739,0.0005218618,0.0006037991,0.9980123,0.000007554481],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007206857,0.1219672,0.01365759,0.03795118,0.278196,0.0006869387,0.001592098,0.0008392568,0.5379028],"genre_scores_gemma":[0.01560678,0.05060365,0.004982206,0.004103047,0.02582207,0.0003856276,0.002220159,0.0004500011,0.8958265],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.885094,"threshold_uncertainty_score":0.3843986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006418338182729087,"score_gpt":0.1985150059004301,"score_spread":0.192096667717701,"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."}}