{"id":"W4414817464","doi":"10.1080/87567555.2025.2564677","title":"Forensic Science and Cultural Anthropology: Embracing Complexity in an Interdisciplinary Classroom Based Exercise","year":2025,"lang":"en","type":"article","venue":"College Teaching","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Higher education; Teaching method; Cultural competence; Cultural diversity; Student engagement; Science education","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"],"consensus_categories":[],"category_scores_codex":[0.006632203,0.0001869778,0.0003662323,0.001292864,0.002349495,0.0007054724,0.0009849051,0.00008338872,0.00006299967],"category_scores_gemma":[0.001657348,0.0001428373,0.00004868063,0.002508672,0.001765227,0.002002846,0.00143991,0.0005347966,0.00001424547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000362543,"about_ca_system_score_gemma":0.000605987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000434604,"about_ca_topic_score_gemma":0.003661209,"domain_scores_codex":[0.9964861,0.0005119625,0.000575546,0.0008334966,0.00106663,0.0005262617],"domain_scores_gemma":[0.9979599,0.0004783024,0.000117057,0.0005892222,0.0006767568,0.0001787574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003878149,0.00151669,0.1505878,0.0001663818,0.00003271739,0.0004442187,0.04128268,0.001122118,0.03518064,0.3071143,0.03667171,0.4220026],"study_design_scores_gemma":[0.002045615,0.0006667546,0.1298024,0.0005070023,0.00001595946,0.00002255277,0.1261472,0.5500389,0.002863144,0.1868386,0.0005361244,0.0005157754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97427,0.0001032911,0.003112276,0.006006963,0.0004739433,0.0004471399,0.00002653725,0.00005372025,0.01550607],"genre_scores_gemma":[0.9961785,7.766827e-7,0.002894782,0.000164794,0.0000448689,0.00002884408,0.000006607245,0.000006965572,0.0006738476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5489168,"threshold_uncertainty_score":0.9989493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09846033242844918,"score_gpt":0.4681495397791028,"score_spread":0.3696892073506536,"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."}}