{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002046847,0.001015524,0.0008875402,0.003505172,0.003408249,0.005733473,0.001776199,0.001714004,0.5591585],"category_scores_gemma":[0.01194501,0.000431604,0.0006841218,0.003543168,0.0008605968,0.004721174,0.002994554,0.003294761,0.4173687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002267709,"about_ca_system_score_gemma":0.002832589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003416155,"about_ca_topic_score_gemma":0.00408624,"domain_scores_codex":[0.9985134,0.0002248221,0.0001268265,0.0002912441,0.0006996189,0.0001440686],"domain_scores_gemma":[0.9948998,0.0008149653,0.0002078507,0.0006545243,0.002687871,0.0007348986],"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":[0.00001297281,0.000007606467,0.00005308907,0.00006202451,0.000001068119,0.00001896941,0.00009567641,0.00001434264,0.00003681306,0.004042568,0.9717282,0.02392671],"study_design_scores_gemma":[0.000001937788,0.000005649611,0.0001524514,0.00007044864,7.067097e-7,0.00002237744,0.00008614073,0.000008418257,0.00002249094,0.001174856,0.9984519,0.00000255405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001010297,0.008009354,0.003720341,0.02495828,0.1015067,0.0004514314,0.01877657,0.001729911,0.8398371],"genre_scores_gemma":[0.005156148,0.005114614,0.002346952,0.004764148,0.0154801,0.0003655137,0.01698558,0.001254295,0.9485327],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4408415,"threshold_uncertainty_score":0,"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."}}