{"id":"W7033381463","doi":"","title":"Polyimide nanostructures fabricated by nanoimprint lithography and its application as flexible imprint mould","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanoimprint lithography; Polyimide; Nanostructure; Lithography; Soft lithography","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":[0.0005778843,0.0002339887,0.0002317533,0.0001147237,0.0002660313,0.0002165778,0.0005371892,0.0001191247,0.001435779],"category_scores_gemma":[0.0001451509,0.0002043184,0.00004254137,0.0002948176,0.0001644174,0.0002708433,0.0002589606,0.0001601686,0.0004846032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004282993,"about_ca_system_score_gemma":0.00004018089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001396098,"about_ca_topic_score_gemma":0.000004182861,"domain_scores_codex":[0.9979835,0.0001244181,0.0003525225,0.0006702755,0.0004072898,0.0004619716],"domain_scores_gemma":[0.999037,0.00005347808,0.0002027799,0.0004310402,0.00007873189,0.0001969384],"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":[0.00002208974,0.00002701518,0.0004269927,0.00002021136,0.000002783583,6.066904e-7,0.0001302277,0.0001768304,0.9858861,0.005086474,0.0004506,0.007770097],"study_design_scores_gemma":[0.0002110887,0.00005213834,0.004707313,0.00001026538,0.000008699904,0.00002891584,0.00001502407,0.003417729,0.9673037,0.003367194,0.02062323,0.0002547269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895788,0.0002259636,0.001925395,0.001905805,0.0001636984,0.0003735064,0.00002785786,0.0003565055,0.005442456],"genre_scores_gemma":[0.9873006,0.00004494666,0.01135954,0.0005980788,0.00009090617,0.00007396916,0.000009893906,0.00002478776,0.0004972792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02017263,"threshold_uncertainty_score":0.999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005292893923767498,"score_gpt":0.2493963945151105,"score_spread":0.244103500591343,"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."}}