{"id":"W3167586599","doi":"10.22363/2687-0088-2021-25-1-147-164","title":"Linguistic creativity and discourse profiles of English language children’s novels","year":2021,"lang":"en","type":"article","venue":"Russian Journal of Linguistics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Science Foundation; Russian Academy of Sciences; Institute for Catastrophic Loss Reduction","keywords":"Linguistics; Creativity; Contrastive analysis; Psychology; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001008348,0.0002078843,0.0002335873,0.003048151,0.0006126185,0.002285393,0.0002502929,0.0003108241,0.002073685],"category_scores_gemma":[0.008890905,0.0002301519,0.0002189887,0.001444065,0.0009704447,0.001359767,0.001549208,0.0003466232,0.0002399311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005958357,"about_ca_system_score_gemma":0.0002780845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001272815,"about_ca_topic_score_gemma":0.001829277,"domain_scores_codex":[0.9991787,0.0002637659,0.00008804376,0.0002029587,0.0002021008,0.0000644199],"domain_scores_gemma":[0.9939212,0.003834927,0.001219447,0.0003308697,0.0004492133,0.0002444476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009607239,0.0002113322,0.402252,0.0005380614,0.00009751311,0.002759468,0.4024689,0.0009056995,0.04739656,0.009618079,0.001021132,0.1317705],"study_design_scores_gemma":[0.00001754814,0.000181447,0.8743735,0.0001182598,0.00004146084,0.002111619,0.09564242,0.001609387,0.009627693,0.002078251,0.01413819,0.00006017979],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966125,0.00009459801,0.0006442743,0.00002779273,0.000002795332,0.00001141839,0.0001422444,0.00001645525,0.002447915],"genre_scores_gemma":[0.9973164,0.0001157584,0.001288589,0.0000060958,0.000004617731,0.00003323945,0.0002795,0.00001889161,0.0009369696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003048151,"threshold_uncertainty_score":0.006937146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397007615952627,"score_gpt":0.3083948532037589,"score_spread":0.2944247770442326,"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."}}