{"id":"W2140021378","doi":"10.1145/2644805","title":"In defense of soundiness","year":2015,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Waterloo","funders":"","keywords":"Computer science; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0004429752,0.00002902329,0.00008524652,0.00005943696,0.00002329892,0.000001539987,0.01145339,0.00004253468,0.00004264038],"category_scores_gemma":[0.002976724,0.00002207991,0.00002711525,0.0002492857,0.0003361555,0.00001493844,0.006322257,0.0001448783,0.00003924489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001082339,"about_ca_system_score_gemma":0.00004418571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006047777,"about_ca_topic_score_gemma":0.0002171024,"domain_scores_codex":[0.9994085,0.0002586539,0.0001491364,0.00004804277,0.00005886584,0.00007673221],"domain_scores_gemma":[0.9827769,0.0002894286,0.00006624734,0.01675664,0.00009164761,0.00001906858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002850099,0.00223253,0.3370293,0.00003238852,0.0001860823,0.000001435898,0.06557074,0.000058808,0.00884764,0.2632671,0.3209122,0.001576815],"study_design_scores_gemma":[0.0009174896,0.00005941941,0.2332524,0.00002299196,0.00001182997,0.000009230153,0.001362046,0.00004004749,0.001286631,0.7501822,0.01278838,0.00006741076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926893,0.001806149,0.000002876739,0.02491416,0.0001910165,0.0001190141,0.000009554989,0.000003896213,0.04606036],"genre_scores_gemma":[0.9974325,0.00004126518,0.00189778,0.00004812716,0.000004818457,0.0000158238,0.000001765959,0.000003869818,0.000554065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4869151,"threshold_uncertainty_score":0.9938951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2507369893540854,"score_gpt":0.4563689024808042,"score_spread":0.2056319131267187,"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."}}