{"id":"W1628824412","doi":"","title":"Uncertainty and Information: Foundations of Generalized Information Theory (a book review)","year":2008,"lang":"en","type":"article","venue":"Algorithmic operations research","topic":"Forecasting Techniques and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Epistemology; Management science; Mathematical economics; Information retrieval; Mathematics; Philosophy; Engineering","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":[0.004979818,0.000103198,0.0002227658,0.0005894937,0.001063896,0.0001924915,0.0005448513,0.00007044407,0.00118051],"category_scores_gemma":[0.003899577,0.00007995928,0.00006358015,0.001615214,0.0005429478,0.00347699,0.0002252503,0.0002463748,0.000378015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005418781,"about_ca_system_score_gemma":0.0003139654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002096241,"about_ca_topic_score_gemma":0.00001072492,"domain_scores_codex":[0.9969131,0.0004082707,0.0009731438,0.0001766564,0.001302788,0.0002259873],"domain_scores_gemma":[0.9957089,0.0007198738,0.0001091802,0.0006851195,0.002670985,0.0001058717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002212872,0.00007752307,0.00007652405,0.0000784549,0.00002697838,8.437214e-7,0.001829284,0.002188357,0.0001093997,0.2713183,0.5720042,0.152268],"study_design_scores_gemma":[0.0002964489,0.00008826119,0.0006444959,0.00008499194,0.000007753415,0.0000651661,0.0002614633,0.06631427,0.0002189466,0.008311794,0.9235718,0.0001345805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03916096,0.02642298,0.8017947,0.04645234,0.0003962028,0.008789072,0.001042378,0.0005076884,0.07543368],"genre_scores_gemma":[0.3988611,0.190477,0.3503186,0.02368652,0.0006448611,0.004518013,0.002952921,0.00008161703,0.0284593],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4514761,"threshold_uncertainty_score":0.9997326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1689708614860037,"score_gpt":0.4596860708050143,"score_spread":0.2907152093190106,"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."}}