{"id":"W4200175364","doi":"10.31819/9783968691602-fm","title":"Frontmatter","year":2021,"lang":"pt","type":"book-chapter","venue":"Iberoamericana Vervuert eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of North Carolina at Chapel Hill; Friedrich-Alexander-Universität Erlangen-Nürnberg; Universidad Nacional Autónoma de México; Universitetet i Oslo; York University; Rice University","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0005900569,0.003922144,0.00458597,0.001186714,0.0005898972,0.0005533114,0.002321628,0.001826468,0.1104639],"category_scores_gemma":[0.0001150071,0.004550966,0.002616998,0.0001954335,0.002601365,0.0002365741,0.001713724,0.003563674,0.2324315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001846117,"about_ca_system_score_gemma":0.001680083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003296968,"about_ca_topic_score_gemma":0.0005851183,"domain_scores_codex":[0.9864717,0.0004619907,0.002774433,0.004328448,0.002939237,0.003024177],"domain_scores_gemma":[0.9886842,0.0004635883,0.002487146,0.005486307,0.001042738,0.001836044],"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":[0.0008052567,0.0003844628,0.0004411695,0.0007392148,0.009740366,0.01080844,0.002605825,0.0000485936,0.007589226,0.04325445,0.7879472,0.1356358],"study_design_scores_gemma":[0.001944357,0.0004612727,0.0001894293,0.001760595,0.002149647,0.000502921,0.0003631678,0.0001608658,0.001050368,0.0008651128,0.985532,0.005020219],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001195726,0.003017082,0.000175629,0.0006194391,0.00270383,0.001639277,0.002144963,0.0008377358,0.9876663],"genre_scores_gemma":[0.02517391,0.00004314298,0.001210904,0.00757276,0.001715518,0.0000944222,0.0008605506,0.002906377,0.9604224],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1975849,"threshold_uncertainty_score":0.9994694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02954286720333378,"score_gpt":0.2480257407574563,"score_spread":0.2184828735541225,"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."}}