{"id":"W2378052341","doi":"10.1921/gpwk.v25i2.888","title":"Ain’t gonna study war no more: Teaching and learning cooperation in a graduate course in resource and environmental management","year":2016,"lang":"en","type":"article","venue":"Groupwork","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics education; Graduate students; Course (navigation); Psychology; Pedagogy; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.005844801,0.0001468075,0.0002616605,0.0002640822,0.0002771533,0.0001650775,0.0001997185,0.00003756404,0.00004479914],"category_scores_gemma":[0.0004828419,0.00009540749,0.00002349467,0.0002293539,0.00006416341,0.0002515521,0.0003562682,0.0002646353,0.00006034226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006176929,"about_ca_system_score_gemma":0.000004175894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007500217,"about_ca_topic_score_gemma":0.0001301853,"domain_scores_codex":[0.997017,0.0008319709,0.0005782128,0.0005913005,0.0007454189,0.0002361539],"domain_scores_gemma":[0.9985411,0.0009308236,0.0001316316,0.0003116937,0.00001115463,0.00007365493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001475395,0.0002835676,0.545426,0.000005239946,0.00001541953,0.0001590373,0.0131766,0.0005003614,0.000322498,0.0006943735,0.002104373,0.437165],"study_design_scores_gemma":[0.002175769,0.0001884912,0.9412128,0.0001814764,0.000007662416,0.00001463765,0.03008995,0.007823993,0.000001056728,0.00112426,0.01693487,0.0002450359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955073,0.0004143528,0.002466167,0.0002370924,0.00008490223,0.0004275417,0.000001584594,0.00001719033,0.0008438884],"genre_scores_gemma":[0.9972214,0.00001381146,0.0004867724,0.000089357,0.00004866731,0.00002197202,6.432667e-7,0.00001159447,0.002105805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.43692,"threshold_uncertainty_score":0.3890604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06483422212867834,"score_gpt":0.3442859442123454,"score_spread":0.2794517220836671,"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."}}