{"id":"W3160147715","doi":"10.2139/ssrn.3804454","title":"Dynamic Development Contests","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Computer 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":[0.0009950299,0.000113951,0.0001229144,0.0000977782,0.0003117429,0.0002465062,0.0007258996,0.00004280519,0.00002073712],"category_scores_gemma":[0.0001205362,0.000111831,0.00005349837,0.0006505412,0.00001899768,0.0004241269,0.0001824351,0.001128435,0.0001569821],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001052783,"about_ca_system_score_gemma":0.008365166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002949339,"about_ca_topic_score_gemma":0.0003803396,"domain_scores_codex":[0.9975637,0.00006140659,0.0002976228,0.0002366148,0.000306967,0.001533757],"domain_scores_gemma":[0.9991289,0.00005132874,0.0001151366,0.0003113383,0.0003248256,0.00006846599],"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":[0.000002205621,0.0000941844,0.001847164,0.000002624882,0.0001290475,0.00005920124,0.0005360958,0.00004217636,0.0007901284,0.7675991,0.0001499353,0.2287481],"study_design_scores_gemma":[0.002015418,0.0002414392,0.01497624,0.0000980616,0.00002298219,0.01413773,0.001950115,0.003801678,0.003518879,0.8671567,0.09100673,0.001074006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07234761,0.001090684,0.922121,0.003035938,0.0003053514,0.00004909462,2.428827e-7,0.0001008261,0.0009491796],"genre_scores_gemma":[0.9368955,0.0001628332,0.05786846,0.0004591282,0.00004257676,0.000005119804,0.000003310719,0.00001405516,0.004549039],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8645478,"threshold_uncertainty_score":0.9972565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007571160080510475,"score_gpt":0.2434730983567879,"score_spread":0.2359019382762775,"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."}}