{"id":"W2803334365","doi":"10.3233/com-190254","title":"Degrees of categoricity above limit ordinals","year":2019,"lang":"en","type":"preprint","venue":"Computability","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Degree (music); Mathematics; Omega; Combinatorics; Discrete mathematics; Physics; Quantum mechanics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.002806336,0.001021495,0.002212978,0.0003506809,0.0001427007,0.0003474836,0.006743902,0.0008197298,0.00008859342],"category_scores_gemma":[0.000663748,0.0009909043,0.0009763372,0.0009654656,0.0005111647,0.0003918551,0.01507956,0.001710511,0.0001404159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006328699,"about_ca_system_score_gemma":0.001166437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001186267,"about_ca_topic_score_gemma":0.00007140231,"domain_scores_codex":[0.9918355,0.0009550862,0.001860644,0.003072768,0.001300613,0.0009753321],"domain_scores_gemma":[0.9886573,0.001683244,0.001170307,0.006725228,0.001407974,0.0003559779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008198328,0.003439804,0.1421054,0.004229781,0.0004399811,0.00004059856,0.002990586,0.7250327,0.0001339148,0.02225644,0.002205931,0.09704284],"study_design_scores_gemma":[0.0004499778,0.0002689714,0.2015681,0.0001187954,0.00005260785,0.00001920286,0.00002473064,0.7284974,0.0005135138,0.06684737,0.0005854825,0.001053815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.258149,0.0008811067,0.7322372,0.0007467194,0.004371115,0.001579169,0.00007321902,0.0006244879,0.001337971],"genre_scores_gemma":[0.8578763,0.00002597795,0.1415464,0.00007884436,0.0002818748,0.0000475567,0.00002845499,0.00004007297,0.00007449504],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5997273,"threshold_uncertainty_score":0.9992542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016338934134797,"score_gpt":0.2745719021321681,"score_spread":0.2344085127908201,"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."}}