{"id":"W4408188407","doi":"10.5406/23256672.101.2.27","title":"Contributors","year":2024,"lang":"en","type":"article","venue":"Italica","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006379544,0.0000388131,0.00004326693,0.00002341394,0.00003875037,0.0001336375,0.0001586093,0.0000143952,0.00005202851],"category_scores_gemma":[0.00004884469,0.00002977246,0.00003008846,0.0001363338,0.00001025535,0.00006611903,0.00007422099,0.00002889615,0.0002353418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001513677,"about_ca_system_score_gemma":0.00001095766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001711995,"about_ca_topic_score_gemma":6.724172e-7,"domain_scores_codex":[0.9996225,0.000006447139,0.00005607216,0.0001349191,0.00007876254,0.0001012881],"domain_scores_gemma":[0.9997427,0.00005370623,0.000005476866,0.0001512609,0.00002172192,0.00002508283],"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":[4.508868e-7,0.000007884996,0.00001799045,0.00001100126,0.00002218149,0.0001967304,0.0009223302,9.15372e-7,0.000142014,0.9208587,0.04166074,0.03615906],"study_design_scores_gemma":[0.00009381971,0.00004773356,0.0006314819,0.00003763674,0.000008064793,0.00003440073,0.00004867624,0.01515632,0.0006432025,0.01407689,0.9690726,0.0001491213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008175858,0.01744977,0.8233438,0.007638477,0.005598333,0.000171007,0.00001604514,0.001633907,0.1359728],"genre_scores_gemma":[0.9967678,0.000008757874,0.001680792,0.0005906333,0.0003290483,0.000005416289,0.000001504417,0.000002905408,0.0006131632],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9885919,"threshold_uncertainty_score":0.3024921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004350464398738153,"score_gpt":0.2373801232252493,"score_spread":0.2330296588265112,"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."}}