{"id":"W4296250747","doi":"10.2139/ssrn.4213191","title":"Forensic Intelligence Teaching and Learning in Higher Education: An International Approach","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Intelligence, Security, War Strategy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Mathematics education; Psychology; Political science","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005913522,0.0001059475,0.0001114541,0.0002271834,0.001634861,0.0001718117,0.0005398202,0.00005083966,0.0003572334],"category_scores_gemma":[0.0001330963,0.0001168023,0.00004156564,0.0002455512,0.0001166605,0.000543185,0.00009079605,0.00494006,0.000004244844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626672,"about_ca_system_score_gemma":0.003059607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002218299,"about_ca_topic_score_gemma":0.002502462,"domain_scores_codex":[0.9968689,0.001020071,0.000249788,0.0002463338,0.0004978433,0.001117055],"domain_scores_gemma":[0.9995543,0.00007260852,0.0001322372,0.00008372899,0.00006685891,0.00009030409],"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":[0.00001503494,0.000123538,0.004994504,0.000001259378,0.00001531934,0.00000162606,0.009934234,0.0005675895,0.00000701178,0.8584437,0.00001304841,0.1258831],"study_design_scores_gemma":[0.0001473153,0.0003810765,0.002296577,0.00001313978,0.00001311948,0.0003868862,0.2847218,0.001082502,0.000006276866,0.652347,0.05827135,0.0003329989],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8160839,0.002700433,0.00296818,0.004498801,0.002117021,0.0002849805,0.000001278458,0.00008114605,0.1712642],"genre_scores_gemma":[0.9887306,0.0006221525,0.0004942767,0.0001595698,0.0006944492,0.00001812335,0.000006887551,0.00001393277,0.00926002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2747875,"threshold_uncertainty_score":0.9996649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02974420295963271,"score_gpt":0.3263452939517135,"score_spread":0.2966010909920808,"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."}}