{"id":"W6930946654","doi":"10.5281/zenodo.15413603","title":"AN INTEGRATED APPROACH FOR MAKING HIGH PERFORMANCE SWNT-BASED MATERIALS","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Liquid Crystal Research Advancements","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Field (mathematics); Focus (optics); Key (lock)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001966862,0.0001735162,0.0002120376,0.0001157928,0.0001881729,0.0001591057,0.0004952744,0.0000699307,0.001257366],"category_scores_gemma":[0.0001538012,0.0001454148,0.00002628667,0.0001813195,0.0001090013,0.0004638158,0.00005910231,0.00007828839,0.00005500369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001578215,"about_ca_system_score_gemma":0.0001066976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001530476,"about_ca_topic_score_gemma":0.000003690043,"domain_scores_codex":[0.9979568,0.00006996482,0.0003363838,0.0004113081,0.0004721083,0.0007534216],"domain_scores_gemma":[0.9990635,0.00008172099,0.0001104428,0.0004111324,0.0001912675,0.000141928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007087361,0.0001224196,0.00008749533,0.0001121326,0.000003336119,0.000003281019,0.00003910713,0.000293655,0.9936637,0.0007177355,0.0001170429,0.00413134],"study_design_scores_gemma":[0.0007235181,0.0004310431,0.0004535306,0.00003465382,0.000005150901,0.000001986001,0.00006829866,0.004052185,0.992358,0.0004081018,0.001277897,0.0001856041],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.78333,0.000003644374,0.2145285,0.00002703849,0.0002195929,0.0005229603,0.00008706678,0.0001136262,0.001167658],"genre_scores_gemma":[0.7975911,0.000001017488,0.2017535,0.000141329,0.0001189738,0.0001099399,0.0001017736,0.00002912925,0.0001532225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01426118,"threshold_uncertainty_score":0.9996556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03344538390323664,"score_gpt":0.3239313759152804,"score_spread":0.2904859920120438,"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."}}