{"id":"W4360976992","doi":"10.5430/wjel.v13n2p537","title":"Contrastive View Between Several English and Albanian Prepositions","year":2023,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Linguistics, Language Diversity, and Identity","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Genitive case; Computer science; Linguistics; Nominative case; Focus (optics); Syntax; Sentence; Natural language processing; Contrastive analysis; Artificial intelligence; Verb; Noun; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003730825,0.0001386763,0.0003073807,0.000318848,0.0002625576,0.0002878516,0.0001819867,0.00003248753,0.0006262961],"category_scores_gemma":[0.006038725,0.000124073,0.0001323028,0.0001168597,0.0001555703,0.0003592035,0.00008525376,0.0002863262,0.00002325938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003982591,"about_ca_system_score_gemma":0.00003320182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000177856,"about_ca_topic_score_gemma":0.001235459,"domain_scores_codex":[0.9989687,0.00007036344,0.0003385941,0.0001340046,0.0002494917,0.0002389033],"domain_scores_gemma":[0.9968728,0.000192723,0.0002184254,0.0001162068,0.00245033,0.000149465],"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":[0.00003419469,0.00007537811,0.0127603,0.0001200287,0.0003254546,0.0004050082,0.8852313,0.000006418446,0.00000521168,0.00592964,0.09388407,0.001223029],"study_design_scores_gemma":[0.002694101,0.0002719463,0.01985167,0.0005435912,0.0008387827,0.000003959789,0.4433367,0.00002124775,0.0002077222,0.001234313,0.530266,0.0007299302],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435588,0.001384786,0.00001456091,0.000038113,0.01385764,0.0001496379,0.0002975595,0.000143577,0.04055539],"genre_scores_gemma":[0.9572501,0.0000830178,0.00005896896,0.0001383836,0.03751431,0.000001059905,0.00003016173,0.00001706766,0.004906928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4418946,"threshold_uncertainty_score":0.7229354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640118397610532,"score_gpt":0.2358310275353012,"score_spread":0.2194298435591959,"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."}}