{"id":"W4412566714","doi":"10.1364/oic.2025.tc.1","title":"OIC 2025 Manufacturing Challenge","year":2025,"lang":"en","type":"article","venue":"","topic":"Additive Manufacturing and 3D Printing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computer science","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":[0.01395524,0.001697056,0.0009085554,0.002389665,0.004175604,0.009329128,0.004772354,0.01056845,0.07047208],"category_scores_gemma":[0.01029979,0.0007823689,0.001372169,0.001393772,0.00201697,0.004115705,0.004475337,0.006236027,0.05146989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007108998,"about_ca_system_score_gemma":0.02167454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03341267,"about_ca_topic_score_gemma":0.03761415,"domain_scores_codex":[0.9771659,0.00100224,0.0003294953,0.0008902993,0.01827403,0.002337878],"domain_scores_gemma":[0.9863967,0.0006144385,0.0002800084,0.0008772394,0.01024928,0.001582261],"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":[0.0001553746,0.0001685419,0.0002184915,0.0003042815,0.00001645763,0.0002603159,0.00007482433,0.001246819,0.007638108,0.08697738,0.8482851,0.05465426],"study_design_scores_gemma":[0.000008743694,0.00004691143,0.0001418396,0.00008636624,0.000003558069,0.0000631864,0.0000334014,0.0005239039,0.002071034,0.002453548,0.9945531,0.00001436303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003522919,0.004626658,0.02084725,0.03734238,0.01468702,0.0006785603,0.003912386,0.002498732,0.9118841],"genre_scores_gemma":[0.04909093,0.006969161,0.04992968,0.06180167,0.0033413,0.0007419589,0.0191418,0.002296983,0.8066865],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07047208,"threshold_uncertainty_score":0.2357526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01247512467484602,"score_gpt":0.2265075509007875,"score_spread":0.2140324262259415,"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."}}