{"id":"W4391467574","doi":"10.21203/rs.3.rs-3915725/v1","title":"Superstructure model for the simultaneous design and optimization of the PVSA process cycle","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dow Chemical (Canada); University of Alberta; D-Wave Systems (Canada)","funders":"Dow Chemical Company","keywords":"Superstructure; Process (computing); Computer science; Mathematics; Engineering; Structural 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":[0.000442535,0.0001691634,0.0001559474,0.00009793042,0.0001871525,0.0001584949,0.0003853622,0.0002258273,0.00001254784],"category_scores_gemma":[0.0002372093,0.00009903713,0.00006370088,0.0001806111,0.00009159704,0.00003463366,0.0003169866,0.000735037,4.332129e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000632665,"about_ca_system_score_gemma":0.0001348613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001085279,"about_ca_topic_score_gemma":0.000005491893,"domain_scores_codex":[0.9988537,0.00004900659,0.0001800605,0.0002604995,0.0004076631,0.0002490016],"domain_scores_gemma":[0.9987912,0.0004742768,0.00002843492,0.0003476463,0.0003185369,0.00003994503],"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":[0.00001947217,0.000004638698,0.000001662681,0.005076298,0.00003766921,4.455961e-7,0.001844786,0.9910313,0.00001128145,0.0001027615,0.0001277611,0.001741862],"study_design_scores_gemma":[0.00008651394,0.00001511236,0.000003108441,0.0003616972,0.0000303975,0.00000122044,0.0001764942,0.9885879,0.001562487,0.009045277,0.00002235578,0.0001074309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00667561,0.003088117,0.9869829,0.0003392688,0.0001909874,0.00236208,0.000122657,0.0001282728,0.000110051],"genre_scores_gemma":[0.9900231,0.0007271949,0.00870135,0.000005008723,0.00007831862,0.0002064375,0.00002124182,0.00006568932,0.0001716813],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9833475,"threshold_uncertainty_score":0.4038617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613615570995689,"score_gpt":0.3209325269262967,"score_spread":0.2847963712163398,"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."}}