{"id":"W3124102801","doi":"10.2139/ssrn.1970489","title":"Productive Versus Destructive Efforts in Contests","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Political science","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":[0.001106668,0.000108139,0.0001560823,0.00008853152,0.0003407705,0.00002399204,0.0002138373,0.00005372374,0.00004083856],"category_scores_gemma":[0.0001018773,0.0001088661,0.00005744708,0.0001450128,0.0002693572,0.0003869531,0.00003856409,0.0007701482,0.00002890516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002938437,"about_ca_system_score_gemma":0.00135219,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005027639,"about_ca_topic_score_gemma":0.06560098,"domain_scores_codex":[0.9978057,0.0001038557,0.0001943313,0.0001925121,0.0001357349,0.001567854],"domain_scores_gemma":[0.9996375,0.00002995666,0.0001189415,0.00007988325,0.00006491853,0.00006878338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004549349,0.0001624169,0.09019467,8.003477e-7,0.0001001724,0.00001336912,0.04938776,8.955054e-7,0.0001977572,0.8498663,0.00001642618,0.009604454],"study_design_scores_gemma":[0.00308659,0.001240097,0.02996166,0.00002741455,0.00004722087,0.00006637385,0.2615612,0.000001244105,0.002180779,0.7005503,0.0007277466,0.0005493688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589489,0.001074585,0.00001085912,0.0001560748,0.0005911151,0.0001999702,6.538635e-7,0.00002051125,0.03899737],"genre_scores_gemma":[0.9982064,0.001053711,0.0001288047,0.00001186846,0.0001683301,0.00001550983,3.361883e-7,0.00001148411,0.0004034991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2121734,"threshold_uncertainty_score":0.9514494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04271797032297044,"score_gpt":0.3188870401166649,"score_spread":0.2761690697936945,"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."}}