{"id":"W4312409811","doi":"10.5840/cpsem2020/202112","title":"Signs of Ambiguity and Uncertainty","year":2020,"lang":"en","type":"book-chapter","venue":"Semiotics","topic":"Space Science and Extraterrestrial Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ambiguity; Computer science; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007338477,0.0001640862,0.0003026811,0.00002529936,0.00003758448,0.00002245925,0.0001322526,0.0000840477,0.0002755486],"category_scores_gemma":[0.000007261718,0.0001483757,0.0000895035,0.00002165628,0.000144141,0.00003202079,0.00007909972,0.0001964928,0.00003506295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008553802,"about_ca_system_score_gemma":0.00009933254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009230262,"about_ca_topic_score_gemma":0.000005663547,"domain_scores_codex":[0.9993036,0.00000663948,0.0002003534,0.0002150848,0.000152046,0.0001223],"domain_scores_gemma":[0.9994815,0.00004304115,0.0001578507,0.0001731483,0.0000378611,0.0001065848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002534778,0.00001870423,0.001637334,0.00005763823,0.0001242429,0.000004087488,0.0002423938,0.0001703353,0.0007980588,0.976268,0.01384621,0.006807684],"study_design_scores_gemma":[0.001007293,0.0005776429,0.0002038418,0.0004738732,0.0004161652,0.000001398214,0.0004670471,0.001245141,0.002721239,0.5293284,0.462245,0.001312885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001371858,0.00008221754,0.0004848402,0.000635293,0.0003594679,0.0001954289,0.0002715786,0.00002138619,0.9965779],"genre_scores_gemma":[0.8772466,0.0000394413,0.0003541409,0.0001995427,0.001245273,0.000001075082,0.0001050385,0.00003914072,0.1207698],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8758747,"threshold_uncertainty_score":0.6050585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02667340695671173,"score_gpt":0.2477710366534552,"score_spread":0.2210976296967435,"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."}}