{"id":"W3202296126","doi":"10.20396/liames.v21i00.8667131","title":"Apresentação","year":2021,"lang":"pt","type":"article","venue":"LIAMES Línguas Indígenas Americanas","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Macro; Philosophy; Biology; Humanities; Botany; Computer science; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003204999,0.0007627173,0.001044979,0.0002928929,0.0008432792,0.000962749,0.0006515495,0.0002576899,0.01836085],"category_scores_gemma":[0.001760174,0.0008357543,0.0004334126,0.0005841526,0.0006391288,0.0002535169,0.0004296656,0.0007043256,0.001802301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002931201,"about_ca_system_score_gemma":0.0008926312,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01404064,"about_ca_topic_score_gemma":0.009623627,"domain_scores_codex":[0.9949914,0.0004293774,0.001157898,0.001219681,0.0009975813,0.001204112],"domain_scores_gemma":[0.9958027,0.0004599506,0.0007451385,0.001459049,0.001104995,0.0004281652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001453548,0.00171952,0.0122571,0.0006275246,0.002564543,0.001784395,0.1986438,0.0001462006,0.0007167151,0.6895787,0.05227508,0.03954112],"study_design_scores_gemma":[0.002118999,0.0004707823,0.005194406,0.0006346237,0.001322956,0.0001755082,0.23121,0.004759696,0.004582737,0.03143449,0.7150111,0.003084718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2532974,0.01339977,0.005322534,0.1776012,0.04311435,0.001939188,0.001795211,0.001189846,0.5023405],"genre_scores_gemma":[0.9121943,0.0004973959,0.0008918507,0.003026331,0.007009534,0.00003947576,0.0002756157,0.000195275,0.07587029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6627361,"threshold_uncertainty_score":0.9994093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03153418700522004,"score_gpt":0.2703841500011817,"score_spread":0.2388499629959616,"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."}}