{"id":"W4293316270","doi":"10.48550/arxiv.1205.1775","title":"Automatic Ordinals","year":2012,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Fuzzy Logic and Control Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Mathematics; Programming language","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":[0.0009347265,0.0003872032,0.0002764108,0.001599361,0.001928335,0.002557693,0.000792969,0.0006348408,0.01018752],"category_scores_gemma":[0.004053943,0.00027074,0.0007447415,0.0008863005,0.003462587,0.004776355,0.00262067,0.001919012,0.001660733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009600707,"about_ca_system_score_gemma":0.0005773222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007216237,"about_ca_topic_score_gemma":0.0008760752,"domain_scores_codex":[0.9980016,0.0003293504,0.0001511686,0.0004201074,0.0008033025,0.0002944469],"domain_scores_gemma":[0.9967549,0.001145388,0.0004452924,0.000550197,0.0007891678,0.0003148777],"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":[0.00001512611,0.000009122906,0.0005345708,0.00002264229,0.000003805932,0.00005455649,0.0002900989,0.0002235986,0.001435381,0.9915,0.0004843481,0.005426757],"study_design_scores_gemma":[0.000009005039,0.00004017178,0.00132348,0.00003073194,0.00001317327,0.0002949573,0.0003518562,0.004306366,0.002826937,0.9625872,0.02818979,0.00002640065],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3270828,0.001219064,0.279126,0.00146835,0.0005238813,0.00009049907,0.0008487878,0.0006134922,0.3890273],"genre_scores_gemma":[0.9331425,0.000281737,0.03480248,0.0002767941,0.0002265873,0.0001027083,0.0004180866,0.0001007515,0.03064836],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01018752,"threshold_uncertainty_score":0.03408068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07885656296267815,"score_gpt":0.1764052041940062,"score_spread":0.09754864123132809,"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."}}