{"id":"W4386433437","doi":"10.59718/ees62843","title":"Esperanto: Esploraj prioritatoj","year":2022,"lang":"eo","type":"article","venue":"Esperantologio / Esperanto Studies","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Monsanto (Canada)","funders":"","keywords":"Philosophy; Humanities","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001653917,0.001468324,0.002362318,0.0007462793,0.009041481,0.001071561,0.001866052,0.0002469998,0.01134713],"category_scores_gemma":[0.006750334,0.001437372,0.001071703,0.0005054406,0.002229108,0.0006591727,0.002755746,0.001774509,0.001438669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009971779,"about_ca_system_score_gemma":0.0003354565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002916433,"about_ca_topic_score_gemma":0.00562779,"domain_scores_codex":[0.9912987,0.001166756,0.001605241,0.001975981,0.00189083,0.002062531],"domain_scores_gemma":[0.9931183,0.0007876393,0.0006386398,0.001365364,0.003719576,0.0003704671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001234732,0.002097311,0.03079631,0.001086662,0.004668629,0.002704408,0.5575517,0.000157867,0.00006962474,0.04322779,0.3539743,0.002430677],"study_design_scores_gemma":[0.004020952,0.001197645,0.00113298,0.0001671939,0.001258055,0.00003648483,0.4035284,0.000206904,0.0001245144,0.00232715,0.5835996,0.002400061],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7307042,0.1460763,0.00001829927,0.001791823,0.104674,0.001681875,0.002322809,0.0008766411,0.01185404],"genre_scores_gemma":[0.9287984,0.008279759,0.0002100861,0.002542966,0.02325233,0.0001786448,0.0001378587,0.0001853632,0.03641456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2296254,"threshold_uncertainty_score":0.9999654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072727776470127,"score_gpt":0.3189430773794222,"score_spread":0.2116702997324096,"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."}}