{"id":"W1035079886","doi":"10.1016/j.jom.2015.07.003","title":"How analytic reasoning style and global thinking relate to understanding stocks and flows","year":2015,"lang":"en","type":"article","venue":"Journal of Operations Management","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Science Foundation","keywords":"Stock (firearms); Stock management; Computer science; Cognition; Operations research; Psychology; Mathematics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003052631,0.0001016849,0.0002355431,0.0003354627,0.0002649392,0.002242563,0.0002797618,0.00003424471,0.00001161876],"category_scores_gemma":[0.000526643,0.00007464756,0.00004922046,0.0004053788,0.00002750335,0.0008209375,0.0002459533,0.0001080385,0.000009740258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003119482,"about_ca_system_score_gemma":0.00004094345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009693402,"about_ca_topic_score_gemma":0.0001085744,"domain_scores_codex":[0.9983916,0.0000710434,0.0005030401,0.0002221778,0.0006742631,0.0001378624],"domain_scores_gemma":[0.9990952,0.00008795507,0.0001871999,0.0002157983,0.0001800463,0.0002337824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002875379,0.0002570958,0.02661594,0.00001431495,0.000376013,0.0006099293,0.00841476,0.2610416,0.00003955963,0.1403874,0.03737598,0.5245799],"study_design_scores_gemma":[0.004712664,0.001657909,0.01742142,0.0007090049,0.000636675,0.0009367077,0.1357421,0.2031672,0.000009016901,0.5834585,0.05053072,0.00101812],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8186724,0.0001790464,0.1714109,0.006140853,0.000401368,0.0001468812,0.000003248083,0.00000792483,0.003037391],"genre_scores_gemma":[0.9512628,0.00002668084,0.04767288,0.0001842475,0.00005410139,0.000001216657,2.9095e-7,0.000005241828,0.0007925916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5235617,"threshold_uncertainty_score":0.9987932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1809101295181473,"score_gpt":0.3903218004442436,"score_spread":0.2094116709260963,"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."}}