{"id":"W3215299876","doi":"","title":"On the Rates of Differentiation","year":2007,"lang":"en","type":"article","venue":"Symposium","topic":"Mathematical and Theoretical Analysis","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000526957,0.00006842054,0.0001361502,0.00003225882,0.00004109952,0.000008079875,0.0001126436,0.00003379838,0.0009896065],"category_scores_gemma":[0.0003601282,0.00003349257,0.00009210328,0.0001221259,0.00007386971,0.00001295064,0.00002359449,0.0000617318,0.00006511933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007055894,"about_ca_system_score_gemma":0.000002789046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001930131,"about_ca_topic_score_gemma":0.000002540945,"domain_scores_codex":[0.9993499,0.00003598597,0.0002264853,0.00007765157,0.0001919393,0.0001180301],"domain_scores_gemma":[0.997799,0.00184142,0.00007513459,0.0002102461,0.00004210527,0.0000320567],"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":[0.0000129288,0.0001153423,0.00005658686,0.00003716307,0.000028814,3.890427e-7,0.000152877,3.565768e-7,0.00426396,0.9949528,0.0003024593,0.00007632854],"study_design_scores_gemma":[0.00006195483,0.00003221411,0.0001424472,0.00002328146,0.00004147836,3.817783e-7,0.00004932446,0.0003505815,0.07183684,0.9273846,0.00003469318,0.00004224376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275002,0.000006313638,0.04161339,0.002070217,0.00005574675,0.0001474981,0.000002693543,0.00003176056,0.1285722],"genre_scores_gemma":[0.9985332,0.000001579391,0.0004090708,0.00007353565,0.00002950821,0.000003096605,0.000001003484,0.000006542085,0.0009424947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.171033,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02352134054113805,"score_gpt":0.2911397735724527,"score_spread":0.2676184330313147,"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."}}