{"id":"W2137293905","doi":"10.1109/picmet.2006.296558","title":"Balancing research vision and research management to achieve success in the 21st century","year":2006,"lang":"en","type":"article","venue":"","topic":"Economic, financial, and policy analysis","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Loyalty; Process (computing); Knowledge management; China; Business; Work (physics); Public relations; Marketing; Political science; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1689188,0.0009979698,0.001436163,0.009575259,0.01533007,0.05011326,0.003304109,0.009713553,0.002916558],"category_scores_gemma":[0.1043979,0.0009193417,0.0008091527,0.004531285,0.05194506,0.02881758,0.023737,0.01318042,0.00232047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01612546,"about_ca_system_score_gemma":0.06334342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002226669,"about_ca_topic_score_gemma":0.002853097,"domain_scores_codex":[0.8675204,0.07523964,0.00783851,0.007182752,0.03185096,0.01036772],"domain_scores_gemma":[0.8016635,0.06046238,0.02324394,0.01055581,0.03235021,0.07172414],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009393906,0.0004538171,0.006606604,0.001276994,0.0001208025,0.000365676,0.03732676,0.0006371216,0.001325407,0.7853367,0.04483602,0.1216203],"study_design_scores_gemma":[0.0001031893,0.0003818994,0.008134066,0.002292569,0.0000583817,0.0006618804,0.04664778,0.001016378,0.0008380048,0.6473283,0.2923414,0.0001962362],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02556735,0.02376739,0.03740962,0.7618256,0.005003157,0.0003399365,0.00003599384,0.0003472448,0.1457038],"genre_scores_gemma":[0.7541213,0.02289878,0.09104214,0.0991744,0.007874811,0.001047961,0.00009580743,0.000317874,0.02342686],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8310812,"threshold_uncertainty_score":0.8933386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06278742729130327,"score_gpt":0.3445352858566543,"score_spread":0.2817478585653511,"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."}}