{"id":"W4235242535","doi":"10.2139/ssrn.3452978","title":"Applying Information Theory to Validate Commanders' Critical Information Requirements","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Military Strategy and Technology","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre; Defence Research and Development Canada; Department of National Defence","funders":"","keywords":"Information theory; Computer science; Knowledge management; Management science; Engineering; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008979801,0.0001078634,0.0001079937,0.0002048607,0.00009240481,0.00005283524,0.0001851165,0.00009495925,0.00008864475],"category_scores_gemma":[0.00004942326,0.0001048022,0.0000381963,0.0001346995,0.00001636346,0.001826186,0.00002374284,0.0009606633,0.0008793711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003377442,"about_ca_system_score_gemma":0.0001266323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004947201,"about_ca_topic_score_gemma":0.00001477326,"domain_scores_codex":[0.998485,0.00002720393,0.0002941313,0.00004473954,0.0001543463,0.0009946236],"domain_scores_gemma":[0.9996954,0.00003355207,0.00002804518,0.0001380951,0.00004998502,0.00005491962],"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":[0.00004873732,0.000007568207,0.000363573,0.00004985519,0.00008846317,4.303088e-7,0.0003915306,0.003982654,0.0002553765,0.8973698,0.0002320019,0.09721002],"study_design_scores_gemma":[0.001444602,0.0006335396,0.0004981189,0.00007545658,0.00004494996,0.000373038,0.008829389,0.008854824,0.001097881,0.9129738,0.06460869,0.0005656679],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3838161,0.0004878823,0.5920431,0.0005339607,0.0008969078,0.0006815313,0.000006406533,0.0004617518,0.02107237],"genre_scores_gemma":[0.9992608,0.0002070953,0.0001972853,0.0002203938,0.00003149884,0.00001972043,0.00001488888,0.000007479773,0.00004086239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6154447,"threshold_uncertainty_score":0.9998986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005286385020927706,"score_gpt":0.220976062038956,"score_spread":0.2156896770180282,"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."}}