{"id":"W2024586362","doi":"10.1117/12.487695","title":"<title>COP 21 TD: towards a situational awareness knowledge portal</title>","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"","keywords":"Situation awareness; Enterprise portal; Personalization; Knowledge management; Computer science; Knowledge sharing; Situational ethics; World Wide Web; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002496658,0.0001690208,0.0001813096,0.00007009541,0.00007427148,0.00007370405,0.0007463905,0.00009883827,0.00005914183],"category_scores_gemma":[0.000157492,0.0001501313,0.0002598047,0.0003308651,0.000084323,0.000289937,0.0001178371,0.0001403091,0.00002341946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008340308,"about_ca_system_score_gemma":0.00008847805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.196208e-7,"about_ca_topic_score_gemma":4.324261e-8,"domain_scores_codex":[0.9987816,1.955002e-8,0.0003318428,0.0002835553,0.0004005296,0.0002024052],"domain_scores_gemma":[0.9986548,0.00006194696,0.0001676387,0.00006372609,0.0009780776,0.00007376186],"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":[0.00000238076,0.00006046949,0.00001112379,0.00005369756,0.00005658525,5.737601e-8,0.0000415115,0.00006587915,0.02149228,0.9638974,0.01294233,0.001376296],"study_design_scores_gemma":[0.0009194628,0.0002308148,0.0006453581,0.0002934849,0.00009918601,0.00006787791,0.0001374919,0.170903,0.06810269,0.1338866,0.6237962,0.000917921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5834886,0.0005158768,0.07029323,0.003879632,0.0008327807,0.0009512238,0.00007710174,0.0005276651,0.3394338],"genre_scores_gemma":[0.2558111,0.0001075476,0.7404361,0.0001707535,0.0004072805,0.0002275812,0.00001803062,0.00005359958,0.002768038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8300108,"threshold_uncertainty_score":0.6122174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592678143112799,"score_gpt":0.2655595329674516,"score_spread":0.2496327515363236,"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."}}