{"id":"W4415041235","doi":"10.1080/27660400.2025.2570116","title":"Cesogen: cellular solid generator","year":2025,"lang":"en","type":"article","venue":"Science and Technology of Advanced Materials Methods","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polygon mesh; Generator (circuit theory); Scaling; Function (biology); Topology (electrical circuits); Order (exchange)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000417171,0.0007599092,0.0003083049,0.000377222,0.0002957193,0.0008377164,0.001430551,0.0006418537,0.02293784],"category_scores_gemma":[0.001387207,0.0003731843,0.0006595204,0.0002800779,0.0006134859,0.0008314537,0.001383475,0.0009347457,0.005212361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004578068,"about_ca_system_score_gemma":0.0007681678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007478149,"about_ca_topic_score_gemma":0.0009710561,"domain_scores_codex":[0.9997908,0.00002650602,0.00001457296,0.00004056753,0.0001011381,0.00002637316],"domain_scores_gemma":[0.999631,0.0001597578,0.00002616678,0.00006548753,0.00009236349,0.00002514446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001064155,0.0002545849,0.005239435,0.001180331,0.00009404972,0.001061028,0.0007193225,0.1863073,0.08534151,0.2459047,0.1857951,0.2870385],"study_design_scores_gemma":[0.0002819611,0.0001337821,0.0005199965,0.00007515796,0.0000311202,0.0004094343,0.00008813226,0.5551027,0.1206807,0.03883195,0.2837903,0.00005470075],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01359335,0.00009285044,0.9069335,0.0002065773,0.0001302785,0.0001931213,0.003205003,0.05824971,0.01739567],"genre_scores_gemma":[0.2623278,0.000442238,0.6493861,0.0005761721,0.00008558303,0.001651432,0.01584988,0.02577117,0.04390955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02293784,"threshold_uncertainty_score":0.07673472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146593847915367,"score_gpt":0.3669477135663864,"score_spread":0.3554817750872328,"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."}}