{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007880128,0.0005648925,0.000683732,0.002432859,0.005215576,0.01157846,0.002060765,0.004564164,0.06723151],"category_scores_gemma":[0.03395239,0.0005555586,0.0006484533,0.001871801,0.004921927,0.01074251,0.0102162,0.004330853,0.005613019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003932375,"about_ca_system_score_gemma":0.003908913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247106,"about_ca_topic_score_gemma":0.00201243,"domain_scores_codex":[0.9899215,0.003593966,0.0003327899,0.001390632,0.002652492,0.002108733],"domain_scores_gemma":[0.9734854,0.01380845,0.001522484,0.003955331,0.002553013,0.004675374],"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":[0.00009158699,0.00006284443,0.0009584199,0.000042445,0.000009178377,0.0003177315,0.001926627,0.0008642206,0.0004203446,0.9640629,0.01147002,0.01977373],"study_design_scores_gemma":[0.00007089962,0.00007073084,0.001399425,0.00009531691,0.0000114359,0.000325199,0.004402387,0.005529103,0.0005063385,0.7409279,0.2466309,0.0000303326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08019558,0.0005587518,0.0304497,0.01213072,0.000374833,0.0001723151,0.0002327173,0.0003125393,0.875573],"genre_scores_gemma":[0.8802162,0.0002378116,0.005714761,0.00109047,0.0001548146,0.0002669311,0.0002129831,0.0001841845,0.1119219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06723151,"threshold_uncertainty_score":0.2249118,"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."}}