{"id":"W4402501824","doi":"10.11159/icnfa24.001","title":"Creating Products and Impact through Nanoscale Materials and Technologies","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on New Technologies","topic":"Nanotechnology research and applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanoscopic scale; Materials science; Nanotechnology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001801212,0.0005250926,0.0004035731,0.001329542,0.0009703301,0.005472743,0.0009429883,0.001758944,0.01639739],"category_scores_gemma":[0.00290601,0.0003882241,0.000371255,0.0006139097,0.002852236,0.006194178,0.004228281,0.002113536,0.004894288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009913751,"about_ca_system_score_gemma":0.001105238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003360225,"about_ca_topic_score_gemma":0.0004599839,"domain_scores_codex":[0.9979456,0.0003123802,0.00008412154,0.0001775447,0.001352772,0.000127662],"domain_scores_gemma":[0.9987739,0.000460772,0.0000818878,0.0003184442,0.0002385555,0.0001263269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003136107,0.00008899795,0.0003453687,0.0007478704,0.00001831693,0.0003550976,0.0009649095,0.0008734949,0.03152035,0.7222344,0.02400843,0.2188114],"study_design_scores_gemma":[0.00001617251,0.00009675264,0.0003085435,0.0002845423,0.00001304266,0.0004039906,0.0005937978,0.001254994,0.01765024,0.1761816,0.8031656,0.00003065843],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02777069,0.03348492,0.1690556,0.01957874,0.004772509,0.0003485733,0.0002840275,0.002183405,0.7425216],"genre_scores_gemma":[0.4075448,0.05795542,0.336788,0.007096237,0.00231846,0.0009277205,0.0005100349,0.001316093,0.1855432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01639739,"threshold_uncertainty_score":0.05485475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01349728239725936,"score_gpt":0.2683118226708937,"score_spread":0.2548145402736344,"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."}}