{"id":"W2767873234","doi":"10.1080/17549507.2018.1392609","title":"Fostering human rights through TalkBank","year":2017,"lang":"en","type":"article","venue":"International Journal of Speech-Language Pathology","topic":"Language Development and Disorders","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute on Deafness and Other Communication Disorders","keywords":"Declaration; Computer science; Work (physics); World Wide Web; Natural language processing; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003775359,0.0001836279,0.0002908073,0.0002116833,0.0002645768,0.0001496956,0.001443186,0.0001514592,0.004022704],"category_scores_gemma":[0.0001160133,0.0001533417,0.0001783696,0.00002933683,0.0001622476,0.0004275262,0.0004418871,0.0003189092,0.0002560815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006119817,"about_ca_system_score_gemma":0.00002657677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003329395,"about_ca_topic_score_gemma":0.0002341198,"domain_scores_codex":[0.9984743,0.00007513894,0.0005549638,0.0002291397,0.0003824224,0.0002840308],"domain_scores_gemma":[0.9983357,0.00004980629,0.0008647582,0.0004184925,0.0002593986,0.0000719078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001244099,0.001211884,0.05637332,0.00003082762,0.002503962,0.201538,0.09377764,0.000007923848,0.1088399,0.05484667,0.0217424,0.4578834],"study_design_scores_gemma":[0.02957753,0.001805723,0.5741901,0.0006431966,0.0004052839,0.05898273,0.01895176,0.00001296375,0.05310614,0.1410004,0.1185777,0.002746422],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8663038,0.0005205474,0.0007480774,0.0009305624,0.005239955,0.00007532727,0.00001254597,0.00002492736,0.1261442],"genre_scores_gemma":[0.992208,0.000007544785,0.002814644,0.000369738,0.001403899,0.000004142848,0.0000154745,0.00002192022,0.003154659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5178168,"threshold_uncertainty_score":0.9968877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04355524166072613,"score_gpt":0.4009395305085142,"score_spread":0.3573842888477881,"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."}}