{"id":"W7082265174","doi":"10.14288/1.0450200","title":"Kaska Lessons 24 and 25 : Borrowing : Practicing Noun Categories 2","year":2025,"lang":"en","type":"article","venue":"Open Collections","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plural; Noun; Noun phrase; Set (abstract data type); Natural language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002432818,0.00008744991,0.0001218126,0.00004943481,0.002834405,0.001990031,0.0004980779,0.00005025458,0.00006718683],"category_scores_gemma":[0.0003147595,0.00008806278,0.00002254769,0.00120703,0.00003891111,0.0005355449,0.000717356,0.0001557001,0.000003676608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003708422,"about_ca_system_score_gemma":0.000244341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002214523,"about_ca_topic_score_gemma":0.0007461024,"domain_scores_codex":[0.999264,0.00004424612,0.0001313388,0.0003100274,0.00006466766,0.0001857426],"domain_scores_gemma":[0.9993389,0.0001644733,0.00004879137,0.0003040443,0.0001008127,0.00004293914],"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":[0.00001392803,0.0001698791,0.00087998,0.00007585925,0.0001303012,0.00003211507,0.002156031,0.0004454795,0.001430658,0.1718311,0.8141672,0.008667456],"study_design_scores_gemma":[0.000360582,0.00003153406,0.0005456657,0.00006363387,0.00002516069,0.00006465021,0.001157357,0.01040862,0.002697617,0.04593705,0.9385005,0.0002076405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001693932,0.00007192029,0.06796454,0.02531546,0.0004660552,0.0001960064,0.000001322784,0.0000695916,0.9057457],"genre_scores_gemma":[0.2433726,0.00002289187,0.008314636,0.000370064,0.00002824015,0.00008212481,0.000001645035,0.000001585988,0.7478062],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2432032,"threshold_uncertainty_score":0.999046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02307793187224036,"score_gpt":0.2822871593305341,"score_spread":0.2592092274582937,"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."}}