{"id":"W3010695516","doi":"10.1145/1352322.1352269","title":"Multidisciplinary students and instructors","year":2008,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Digital Games and Media","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Multidisciplinary approach; Teamwork; Curriculum; Liberian dollar; Engineering ethics; Computer science; Engineering management; Medical education; Engineering; Sociology; Management; Pedagogy; Business; Medicine; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005369033,0.0009374625,0.000898989,0.002408144,0.007048347,0.01505908,0.001588167,0.002767351,0.1274363],"category_scores_gemma":[0.01513884,0.0004413131,0.0005805906,0.001157518,0.001679501,0.004229715,0.01805142,0.004187218,0.03876601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003339417,"about_ca_system_score_gemma":0.007349962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007636786,"about_ca_topic_score_gemma":0.002420269,"domain_scores_codex":[0.9895119,0.001991874,0.0004494192,0.001398387,0.004504024,0.002144404],"domain_scores_gemma":[0.9491093,0.0007710792,0.001194566,0.001302102,0.006945961,0.04067697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002186874,0.003009333,0.02623532,0.0003232995,0.00003307926,0.0009685838,0.01877982,0.000189908,0.003868679,0.02503576,0.5064656,0.414872],"study_design_scores_gemma":[0.00005391474,0.0003986078,0.0119649,0.0003123545,0.00001466697,0.001254074,0.02029209,0.0002828346,0.0007937907,0.00702603,0.9575699,0.00003689648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2245957,0.01144878,0.0149853,0.1100689,0.03426964,0.003335654,0.0009330824,0.001763165,0.5985997],"genre_scores_gemma":[0.2220163,0.002751558,0.006079784,0.03255075,0.003515407,0.00122357,0.0005117758,0.000382402,0.7309684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1274363,"threshold_uncertainty_score":0.4263169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03357715684357324,"score_gpt":0.3170532453276906,"score_spread":0.2834760884841174,"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."}}