{"id":"W2407014563","doi":"","title":"The PI Index of Gated Amalgam.","year":2009,"lang":"en","type":"article","venue":"Ars Combinatoria","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Amalgam (chemistry); Mathematics; Index (typography); Pi; Statistics; Geometry; Chemistry; Computer science; World Wide Web","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":[],"consensus_categories":[],"category_scores_codex":[0.0006415302,0.0001719506,0.000233849,0.00006746817,0.0002016977,0.0001360387,0.00186012,0.00008312157,0.000006551175],"category_scores_gemma":[0.0001560786,0.0001291516,0.000102789,0.0007962004,0.000118513,0.000236679,0.0003461516,0.0002164637,0.00002873776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006389154,"about_ca_system_score_gemma":0.00009590289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003250589,"about_ca_topic_score_gemma":0.00000382039,"domain_scores_codex":[0.9982468,0.0001484348,0.0003803809,0.000379753,0.0004561134,0.0003885551],"domain_scores_gemma":[0.9979519,0.0003526942,0.0001612089,0.00119183,0.0002366174,0.0001057689],"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":[0.000008321619,0.0002035222,0.002594191,0.000003875972,0.00001490294,0.000008515076,0.0002784767,0.00005984216,0.0001781744,0.92617,0.001168183,0.06931201],"study_design_scores_gemma":[0.0005746477,0.0003102508,0.08499645,0.00001025082,0.00000435262,0.000006791601,0.00001419569,0.03650298,0.001700769,0.8730565,0.002638907,0.000183929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.944861,0.0007209788,0.03151122,0.005808781,0.006202182,0.0007122114,0.000002052943,0.000692952,0.00948864],"genre_scores_gemma":[0.9977651,0.00001433487,0.001925087,0.0001734626,0.00001095076,0.000003793796,7.315169e-7,0.000006467848,0.000100067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08240226,"threshold_uncertainty_score":0.5266649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009923892266603762,"score_gpt":0.2351723302930272,"score_spread":0.2252484380264235,"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."}}