{"id":"W7013584100","doi":"","title":"Preface","year":2020,"lang":"en","type":"article","venue":"ScholarlyCommons (University of Pennsylvania)","topic":"Syntax, Semantics, Linguistic Variation","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suite; Doctoral dissertation; German; Applied linguistics; Publishing; Witness; Work (physics); Bachelor","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001549542,0.0001225901,0.0002249311,0.00008792269,0.0004248887,0.0001103005,0.0004710374,0.00005789787,0.003711909],"category_scores_gemma":[0.0002328766,0.0001582898,0.0001128303,0.00008017549,0.0002027588,0.0006027822,0.0001675335,0.000259767,0.0006503131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115254,"about_ca_system_score_gemma":0.00004696222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352994,"about_ca_topic_score_gemma":0.002060043,"domain_scores_codex":[0.9991128,0.00007176333,0.0001371071,0.0002442841,0.0002512693,0.0001827491],"domain_scores_gemma":[0.9991462,0.00007116703,0.0001610443,0.0002480521,0.0002330932,0.0001403925],"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":[0.0001180928,0.0001365776,0.003670886,0.00009545729,0.0001436743,0.00004492907,0.1749073,0.00001966325,0.00142516,0.8132792,0.004056881,0.002102197],"study_design_scores_gemma":[0.004033633,0.0008345442,0.02638195,0.0001615326,0.0006397013,0.000008420666,0.174263,0.004499529,0.0005054251,0.06671329,0.7205295,0.001429462],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821524,0.0000846354,0.003492242,0.09552707,0.0008094584,0.0003745693,0.0001921255,0.0003473523,0.1170202],"genre_scores_gemma":[0.9955802,0.000007942872,0.002114887,0.0002028261,0.0003000215,1.220881e-7,0.00002081518,0.00001595888,0.001757209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7465659,"threshold_uncertainty_score":0.9971988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04406042684912578,"score_gpt":0.2073847859830593,"score_spread":0.1633243591339335,"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."}}