{"id":"W6891756784","doi":"10.48448/rs37-cb60","title":"Text Editing as Imitation Game","year":2022,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Action (physics); Encoding (memory); Imitation; Sequence (biology); Decoding methods; Flexibility (engineering); Frame (networking); Dual (grammatical number); Substitution (logic)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190953,0.0008129261,0.0006862342,0.0003929325,0.0004166583,0.001159139,0.001779952,0.001267506,0.007873436],"category_scores_gemma":[0.008879766,0.0003126274,0.000592077,0.0003121093,0.001502394,0.002308437,0.001511957,0.001561658,0.001561769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007394232,"about_ca_system_score_gemma":0.001108547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937748,"about_ca_topic_score_gemma":0.003314585,"domain_scores_codex":[0.9989278,0.000320825,0.00005410881,0.000356198,0.0002582842,0.00008278282],"domain_scores_gemma":[0.9969701,0.001982537,0.0002157471,0.0004176011,0.0002502069,0.0001639408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003647812,0.0003193705,0.001816776,0.0002951413,0.00008343004,0.0008528559,0.0007665147,0.5167269,0.02055485,0.199626,0.01128194,0.2473114],"study_design_scores_gemma":[0.00002379442,0.00004089104,0.0001241928,0.00001158163,0.00000960552,0.00008780261,0.00002336421,0.9474733,0.003288174,0.04452714,0.004375136,0.00001495157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.04232695,0.0002216285,0.9318634,0.0010296,0.0001731913,0.0002088787,0.0003282556,0.003594829,0.02025336],"genre_scores_gemma":[0.7112371,0.0002087651,0.2542715,0.0004342651,0.00007164325,0.0003355996,0.0005014436,0.0005247977,0.03241488],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007873436,"threshold_uncertainty_score":0.02633929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04541745059779285,"score_gpt":0.3387325426692526,"score_spread":0.2933150920714598,"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."}}