{"id":"W4404994953","doi":"10.1016/b978-0-323-95299-6.00006-8","title":"Discoba","year":2024,"lang":"en","type":"book-chapter","venue":"Protistology","topic":"Spanish Culture and Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.00003569061,0.0002048113,0.0002851378,0.00007781156,0.000118072,0.0001408374,0.0001565085,0.0001715874,0.02482721],"category_scores_gemma":[0.000005110736,0.0001655445,0.0001429423,0.000002579726,0.0003390345,0.00005902772,0.00008241898,0.0003642945,0.01419251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000362092,"about_ca_system_score_gemma":0.00002782318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009278195,"about_ca_topic_score_gemma":0.004507163,"domain_scores_codex":[0.9992565,0.000004159568,0.0001872453,0.0002960372,0.0001011029,0.0001549843],"domain_scores_gemma":[0.9996384,0.0000102176,0.00006909386,0.0001919998,0.00005497646,0.00003524671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002458841,0.000004139715,0.000001069168,0.00007378449,0.00006772621,0.0000654033,0.001089794,7.985187e-9,6.002948e-7,0.8301342,0.1678922,0.0006686239],"study_design_scores_gemma":[0.00002632419,0.00003082041,0.00000100192,0.0000400955,0.00006957835,0.0000184227,0.0000257222,2.531862e-7,0.000001050979,0.3580841,0.6415736,0.0001289671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004174144,0.003201792,0.000003018641,0.0007034888,0.003285779,0.0002989539,0.00008218446,0.0001474585,0.9922732],"genre_scores_gemma":[0.001766023,0.00006153156,0.000009871466,0.0002546836,0.00212859,0.00003747768,0.00007390785,0.00004876193,0.9956192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4736814,"threshold_uncertainty_score":0.9865751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03287974966356966,"score_gpt":0.223938733916756,"score_spread":0.1910589842531864,"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."}}