{"id":"W2316037488","doi":"10.3390/isis-summit-vienna-2015-t9.2006","title":"What Must the World Be Like to Have Information About It?","year":2015,"lang":"en","type":"article","venue":"","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008783108,0.000146546,0.0001323593,0.0001460237,0.000112188,0.001483042,0.001419267,0.00003885695,0.00004582755],"category_scores_gemma":[0.0001058824,0.00009533791,0.00005556648,0.0006444745,0.00004644697,0.003675672,0.001029783,0.0001400876,0.0005997028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168877,"about_ca_system_score_gemma":0.0001109902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001529612,"about_ca_topic_score_gemma":0.001020745,"domain_scores_codex":[0.9985208,0.00007400426,0.0003074336,0.0002543107,0.0005348195,0.0003086669],"domain_scores_gemma":[0.9982251,0.0001696151,0.00006731194,0.001006891,0.0002989089,0.0002321709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001266904,0.0001126297,0.0007018559,0.00001495848,0.0000201761,0.000005247614,0.03240975,0.00647929,0.000005402704,0.04357671,0.3068028,0.6098585],"study_design_scores_gemma":[0.0002959754,0.0001133315,0.002371454,0.00002006469,0.000003706339,0.00001385288,0.002533169,0.2750136,0.000168818,0.004466005,0.7147222,0.0002779077],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003533546,0.00007890083,0.8635513,0.08054987,0.003895764,0.0006811428,0.000001456209,0.0004312561,0.04727678],"genre_scores_gemma":[0.5337867,0.00002987322,0.2873442,0.1530684,0.0008248936,0.0001787874,0.00001694339,0.00002660645,0.02472359],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6095806,"threshold_uncertainty_score":0.9995535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04659644013073339,"score_gpt":0.2863842488002608,"score_spread":0.2397878086695274,"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."}}