{"id":"W2009798220","doi":"10.1111/cgf.12039","title":"<i>Smart Variations</i>: Functional Substructures for Part Compatibility","year":2013,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Reuse; Compatibility (geochemistry); Set (abstract data type); Mixing (physics); Theoretical computer science; Algorithm; Programming language; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009709268,0.0001461301,0.0001730608,0.0001119148,0.0001579894,0.00008292929,0.0001251961,0.00007755731,0.00007564879],"category_scores_gemma":[0.00000615469,0.0001387867,0.000176938,0.0001947613,0.00003095627,0.0001291605,0.00002609887,0.0001175408,0.00002556926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001516374,"about_ca_system_score_gemma":0.000009481916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002390393,"about_ca_topic_score_gemma":0.00003951324,"domain_scores_codex":[0.9991544,0.00001328565,0.0002448472,0.0002017965,0.000128024,0.0002576243],"domain_scores_gemma":[0.9994074,0.00008768021,0.00002733045,0.0002566747,0.0001436613,0.00007724532],"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":[0.00001154727,0.0001199237,0.04992247,0.0002130895,0.0007293654,7.57373e-7,0.0002208417,0.511255,0.0002696337,0.0589789,0.358563,0.01971548],"study_design_scores_gemma":[0.0001994393,0.00001561686,0.01324827,0.000007515263,0.00002640714,0.00000128837,0.000005042601,0.9558539,0.00007430032,0.02584279,0.004563088,0.0001623776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06442606,0.0001070524,0.9336648,0.0002671499,0.0009101202,0.0001860665,0.00002749971,0.0003035995,0.0001076293],"genre_scores_gemma":[0.9915181,0.00001016106,0.007577669,0.0003698617,0.0002538701,0.00006559081,0.0001527757,0.00002208697,0.00002991954],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.927092,"threshold_uncertainty_score":0.5659557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01425151558566019,"score_gpt":0.1937907374488711,"score_spread":0.1795392218632109,"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."}}