{"id":"W2963521149","doi":"10.1145/3304221.3325539","title":"Unexpected Tokens","year":2019,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital","funders":"","keywords":"Computer science; Interpreter; Set (abstract data type); Process (computing); Syntax; Point (geometry); Programming language; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002083436,0.00121689,0.0009902178,0.002064084,0.002765684,0.005513325,0.003330066,0.001881734,0.242334],"category_scores_gemma":[0.01234855,0.0008309393,0.001119748,0.002108731,0.001888387,0.01049092,0.006731493,0.002154614,0.1039564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880692,"about_ca_system_score_gemma":0.002718824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002386085,"about_ca_topic_score_gemma":0.0029022,"domain_scores_codex":[0.9968437,0.0006146475,0.0003467464,0.0007125217,0.0009102138,0.000572168],"domain_scores_gemma":[0.9935799,0.001860989,0.0005426834,0.001865257,0.001671107,0.0004800268],"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":[0.001672861,0.0001394737,0.004971849,0.001429437,0.00007570897,0.00275642,0.002793555,0.001301594,0.005100864,0.4054761,0.3526258,0.2216564],"study_design_scores_gemma":[0.00005328591,0.00008935923,0.001069222,0.0002431567,0.0000374293,0.001122378,0.001089382,0.001801727,0.004476579,0.06054065,0.9294055,0.0000713888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02677882,0.001512177,0.1843946,0.008913994,0.008471597,0.001441029,0.02071857,0.02346811,0.7243012],"genre_scores_gemma":[0.2669432,0.001521066,0.07574689,0.005144365,0.001117091,0.001112121,0.0191512,0.01189663,0.6173674],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.757666,"threshold_uncertainty_score":0.8106879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0094676423964079,"score_gpt":0.2387978113532881,"score_spread":0.2293301689568802,"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."}}