{"id":"W2476502523","doi":"10.1075/lald.56.16far","title":"A faithfulness conspiracy","year":2014,"lang":"en","type":"book-chapter","venue":"Language acquisition & language disorders","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Selection (genetic algorithm); Grammar; Computer science; Linguistics; Mathematics; Natural language processing; Artificial intelligence; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003821018,0.0006663748,0.0007299441,0.0004747834,0.0001917985,0.00009009259,0.0007265959,0.0009699655,0.0839978],"category_scores_gemma":[0.00004755633,0.0006752881,0.0003855423,0.0001028051,0.000431872,0.00005853705,0.0002111662,0.001052709,0.008051671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007427132,"about_ca_system_score_gemma":0.0000686561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007684248,"about_ca_topic_score_gemma":0.0005379731,"domain_scores_codex":[0.9970198,0.000163866,0.000538199,0.0009851216,0.0004808009,0.0008121816],"domain_scores_gemma":[0.9975858,0.0002821331,0.0003299916,0.001455408,0.00009950612,0.0002472158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007207823,0.0003912108,0.0001366737,0.0004093328,0.001710687,0.00247084,0.1079486,0.000007257446,0.002164134,0.3281668,0.09163501,0.4642386],"study_design_scores_gemma":[0.01339509,0.00213721,0.005157466,0.001072251,0.001221288,0.0006389439,0.025528,0.0001139179,0.0008633052,0.09046184,0.8514115,0.007999148],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01027016,0.01234071,0.001237212,0.0005477052,0.001135549,0.0007890649,0.0004832848,0.0003883203,0.972808],"genre_scores_gemma":[0.3481043,0.0001263199,0.00008788452,0.002931521,0.0008098758,0.0001524682,0.001603197,0.0002580525,0.6459264],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7597765,"threshold_uncertainty_score":0.9995698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097220455418456,"score_gpt":0.3034204949006823,"score_spread":0.2924482903464978,"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."}}