{"id":"W3010024428","doi":"","title":"Tiered complexity at higher order","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Future Earth","funders":"","keywords":"Computer science; Order (exchange); Business","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003806715,0.0004286725,0.0005354759,0.0001556516,0.0004003178,0.0008457268,0.003522669,0.0004088759,0.0004067738],"category_scores_gemma":[0.0003309218,0.0004151744,0.0002552941,0.0004420881,0.0002802849,0.0001734038,0.005460512,0.0006342886,0.0007897032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002440915,"about_ca_system_score_gemma":0.0003053286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002011442,"about_ca_topic_score_gemma":0.001276138,"domain_scores_codex":[0.9930645,0.003961183,0.0005756342,0.001229888,0.0006324581,0.0005363413],"domain_scores_gemma":[0.9920899,0.0006342289,0.000641547,0.004350587,0.002059293,0.0002244969],"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":[0.000005279757,0.0003236591,0.002371319,0.0002029077,0.00008885063,0.000007365093,0.00388597,0.00004537576,0.0002057302,0.9672804,0.006647914,0.01893524],"study_design_scores_gemma":[0.001765377,0.000002074425,0.01776765,0.000614464,0.00007567771,0.00004450759,0.00005299769,0.0719965,0.01049375,0.1547447,0.7403136,0.002128663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004669993,0.001195756,0.7180713,0.007846352,0.001855334,0.0007923505,0.00001608249,0.0007089472,0.2648439],"genre_scores_gemma":[0.8436772,0.0001031139,0.0589302,0.0002022589,0.00005627729,0.00007480331,0.0002883977,0.00004504486,0.09662268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8390072,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03703156189359229,"score_gpt":0.2475002613066487,"score_spread":0.2104686994130564,"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."}}