{"id":"W4251811807","doi":"10.2320/matertrans.mpr2013903","title":"PREFACE","year":2013,"lang":"en","type":"article","venue":"MATERIALS TRANSACTIONS","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Waterloo","funders":"","keywords":"Materials science; Engineering ethics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001461669,0.0007624145,0.0005351981,0.001794751,0.002140672,0.002701466,0.001090706,0.00107211,0.3221154],"category_scores_gemma":[0.0114535,0.0002117244,0.0003900253,0.001094119,0.0005825828,0.002422258,0.001627265,0.003173211,0.2390213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001716687,"about_ca_system_score_gemma":0.001834055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002902155,"about_ca_topic_score_gemma":0.002789725,"domain_scores_codex":[0.9990741,0.0001015404,0.00005944649,0.0001623738,0.0005201362,0.00008240431],"domain_scores_gemma":[0.9930923,0.0007728406,0.0002082231,0.0004453146,0.004486252,0.0009950825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002451283,0.00001554532,0.0001067818,0.00007946179,0.00000142383,0.00005519527,0.00008202586,0.00005594403,0.0002170349,0.00495074,0.9644331,0.02997838],"study_design_scores_gemma":[0.000002514108,0.0000106996,0.0002131142,0.00007472959,9.478543e-7,0.00006563329,0.00004834463,0.00002071972,0.00009479167,0.001483399,0.9979815,0.000003580441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002219949,0.01302617,0.008930665,0.05744597,0.3560318,0.0006011776,0.01036303,0.00164188,0.5497393],"genre_scores_gemma":[0.01168382,0.007713187,0.002958004,0.01200971,0.0538786,0.0002898396,0.007735169,0.0009070705,0.9028246],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3221154,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003930500235394822,"score_gpt":0.1716284546899627,"score_spread":0.1676979544545678,"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."}}