{"id":"W7135281453","doi":"","title":"Preface","year":2016,"lang":"","type":"report","venue":"ScholarlyCommons (University of Pennsylvania)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Applied linguistics; Style (visual arts); Computational linguistics; Doctoral dissertation","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":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.006353401,0.002688944,0.004861588,0.003988895,0.002840032,0.0004675633,0.008983923,0.003857555,0.03022948],"category_scores_gemma":[0.001575796,0.003400428,0.003447393,0.003327098,0.004169078,0.007627396,0.00584913,0.005973178,0.05304273],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004517997,"about_ca_system_score_gemma":0.008035212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00354543,"about_ca_topic_score_gemma":0.004764207,"domain_scores_codex":[0.9824132,0.002330339,0.001938745,0.004021879,0.00622608,0.003069763],"domain_scores_gemma":[0.9773303,0.0009784929,0.006565318,0.007173922,0.005788901,0.002163072],"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":[0.007648173,0.008033459,0.08939198,0.006537975,0.01801023,0.009269602,0.01101302,0.00005276661,0.1602468,0.006755428,0.5373302,0.1457103],"study_design_scores_gemma":[0.006070252,0.0008948268,0.04307361,0.004473081,0.003896541,0.0005469575,0.003753478,0.00003720972,0.0004254693,0.0008469005,0.9321528,0.003828844],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2321372,0.01053414,0.003480326,0.00242906,0.00579203,0.005387408,0.02274132,0.001381038,0.7161175],"genre_scores_gemma":[0.6415982,0.01272325,0.006793661,0.00003419354,0.0009000873,0.000002984674,0.0007337145,0.001248667,0.3359653],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.409461,"threshold_uncertainty_score":0.9993035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04392871952134297,"score_gpt":0.2483738828389604,"score_spread":0.2044451633176174,"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."}}