{"id":"W4413366526","doi":"10.21203/rs.3.rs-7412076/v1","title":"FabFoam: Fabricating Soft Interactive Devices with Foam Through Functional Patterning","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Advanced Materials and Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Nanotechnology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003875407,0.0003215238,0.0003708757,0.0002025307,0.0002063004,0.0001955266,0.0003428675,0.0002282417,0.0001631655],"category_scores_gemma":[0.0001321537,0.0002871033,0.00007949968,0.0002556464,0.00004158468,0.0002315917,0.0007901748,0.001564432,0.00004938102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003709767,"about_ca_system_score_gemma":0.0001850338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001097171,"about_ca_topic_score_gemma":0.00007056451,"domain_scores_codex":[0.9978021,0.0001236354,0.0002925359,0.0005359397,0.0006417792,0.0006039503],"domain_scores_gemma":[0.9985111,0.0003996269,0.00007678229,0.0004768655,0.0004486842,0.00008688767],"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":[0.0008600476,0.0004136584,0.003705631,0.04245708,0.002312696,0.0003365739,0.01320012,0.7176566,0.02439127,0.01456712,0.009461105,0.1706381],"study_design_scores_gemma":[0.00510214,0.001578755,0.01093157,0.06473234,0.0004432459,0.0001207989,0.0327852,0.3376212,0.147314,0.0712375,0.3204508,0.007682529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0725299,0.002185358,0.9052526,0.0002511429,0.001709128,0.00149139,0.0004801524,0.0009581441,0.01514221],"genre_scores_gemma":[0.9886516,0.0003033093,0.009005005,0.00004415019,0.0004683851,0.0005391958,0.0002703447,0.00008051084,0.000637507],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9161217,"threshold_uncertainty_score":0.9999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05724000499529959,"score_gpt":0.3631615109493555,"score_spread":0.3059215059540559,"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."}}