{"id":"W225150625","doi":"","title":"CAPABILITY CHALLENGES IN THE HUMAN DOMAIN FOR INTELLIGENCE ANALYSIS: REPORT ON COMMUNITY-WIDE DISCUSSIONS WITH CANADIAN INTELLIGENCE PROFESSIONALS","year":2012,"lang":"en","type":"article","venue":"","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Focus group; Psychology; Knowledge management; Professionalization; Set (abstract data type); Public relations; Human intelligence; Political science; Sociology; Computer science; Business; Marketing; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02250735,0.0008734647,0.0008829411,0.003907382,0.04974793,0.008606987,0.003178512,0.003281896,0.003030571],"category_scores_gemma":[0.05609825,0.001069225,0.0005198598,0.003940809,0.01321631,0.002946164,0.01169081,0.004854811,0.0003794072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04083448,"about_ca_system_score_gemma":0.1028893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8819693,"about_ca_topic_score_gemma":0.922103,"domain_scores_codex":[0.9795521,0.007170845,0.0005632335,0.001394837,0.00644914,0.004869807],"domain_scores_gemma":[0.9493707,0.01949325,0.003993206,0.001571993,0.01582952,0.009741382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003987847,0.00006476416,0.01571498,0.00007488468,0.000006380518,0.0005012848,0.9713542,0.00004022387,0.0004913341,0.0007490878,0.001637397,0.009325519],"study_design_scores_gemma":[0.000005369362,0.00003118023,0.00783362,0.00006633632,0.00000646212,0.0001418688,0.9804165,0.0001117632,0.0001451949,0.0001818502,0.01102464,0.00003527544],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835944,0.0006611482,0.0007504021,0.004574956,0.0000894457,0.0001798856,0.00004858457,0.00002463433,0.01007671],"genre_scores_gemma":[0.9946438,0.0005798325,0.0006626261,0.0008041756,0.00002802432,0.00006336778,0.00005050396,0.00001745853,0.003150308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1180307,"threshold_uncertainty_score":0.2962763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375343310638975,"score_gpt":0.4092496592870832,"score_spread":0.2717153282231857,"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."}}