{"id":"W2790177171","doi":"10.20361/g20q2n","title":"The Tongue Twister Tournament by N. Kanellos","year":2018,"lang":"en","type":"article","venue":"The Deakin Review of Children s Literature","topic":"Literacy and Educational Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tongue; Tournament; Shadow (psychology); First language; Tip of the tongue; Computer science; Linguistics; Psychology; Philosophy; Mathematics; Combinatorics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002205194,0.0001202365,0.0001669295,0.00001440307,0.0008724952,0.0002904159,0.0007621829,0.00005934948,0.0003663349],"category_scores_gemma":[0.0005093666,0.00005711501,0.0001207032,0.0003608387,0.0004600661,0.0003471271,0.00005383013,0.0002584793,0.00007846756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002711376,"about_ca_system_score_gemma":0.00009969576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002135356,"about_ca_topic_score_gemma":0.00003146508,"domain_scores_codex":[0.9981427,0.0006580379,0.0003407345,0.0001600532,0.0004606163,0.0002379126],"domain_scores_gemma":[0.9983547,0.000503794,0.0003356528,0.0004264461,0.0003138492,0.00006551584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003247727,0.0001033865,0.0007584196,0.0002909408,0.000126545,7.601987e-7,0.01721201,5.108891e-8,0.00002565133,0.1066172,0.8480306,0.02680195],"study_design_scores_gemma":[0.00005202283,0.00002344754,0.001911452,0.002017423,0.00005026007,0.00001056427,0.000116662,3.142266e-7,0.0000706161,0.001430489,0.9942327,0.00008408802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08517194,0.6697236,0.00001122947,0.1895603,0.001705497,0.001630199,0.0001138366,0.00004592734,0.05203748],"genre_scores_gemma":[0.8745156,0.0903314,0.0001623821,0.02310586,0.003710773,0.00005569708,0.00009589716,0.00001919554,0.008003201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7893437,"threshold_uncertainty_score":0.6710616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061340515207076,"score_gpt":0.3400752878884372,"score_spread":0.3294618827363665,"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."}}