{"id":"W3167656668","doi":"","title":"Career Paths in Systems Research","year":2008,"lang":"en","type":"article","venue":"","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008887138,0.0003080354,0.0003126373,0.002201358,0.005795033,0.00739874,0.0008145301,0.003290526,0.03103402],"category_scores_gemma":[0.03073232,0.0003666703,0.0002765626,0.00227688,0.005289459,0.007262083,0.005540396,0.00438498,0.003424053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003194494,"about_ca_system_score_gemma":0.009090104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179444,"about_ca_topic_score_gemma":0.003011955,"domain_scores_codex":[0.9935082,0.004491359,0.0001402961,0.000434789,0.0006320457,0.0007932461],"domain_scores_gemma":[0.9683315,0.01132544,0.001378617,0.0008257067,0.003321744,0.01481702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009975424,0.0001877842,0.008185931,0.0001064576,0.000009689174,0.0001409661,0.004216664,0.0006145965,0.0001377617,0.8989128,0.01573904,0.07164858],"study_design_scores_gemma":[0.00004365135,0.0001312745,0.004667885,0.0002567206,0.000005902449,0.0002289577,0.006595336,0.001575397,0.0001545049,0.8795217,0.1068031,0.00001553221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2131119,0.007916626,0.03092502,0.150027,0.001439646,0.0002192809,0.0002574287,0.0001245657,0.5959785],"genre_scores_gemma":[0.9051992,0.003349082,0.01000937,0.003121304,0.0003063505,0.0001450109,0.0001348681,0.00006425106,0.07767061],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03103402,"threshold_uncertainty_score":0.1038191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7009376940128209,"score_gpt":0.5178768614537058,"score_spread":0.1830608325591151,"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."}}