{"id":"W57642987","doi":"","title":"Experiments, Expertise and Google Summer of Code (TM)","year":2008,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Code (set theory); Computer science; World Wide Web; Programming language","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002882716,0.0002338765,0.0004380222,0.0002242141,0.0007892567,0.0006786708,0.00335228,0.00006214484,0.0003779971],"category_scores_gemma":[0.000591066,0.0001484342,0.0000791028,0.001628693,0.0006872791,0.0003397711,0.003463865,0.00009409734,0.0001922403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002830883,"about_ca_system_score_gemma":0.00005527076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007725314,"about_ca_topic_score_gemma":0.00005690742,"domain_scores_codex":[0.996054,0.0003035137,0.0007886195,0.0009623245,0.001498356,0.0003931698],"domain_scores_gemma":[0.9962564,0.000639631,0.0004167567,0.002222583,0.0003185061,0.0001460949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003659004,0.000570802,0.01989385,0.0000254162,0.00009046571,0.00008720339,0.01917135,0.003478194,0.002128229,0.0003901186,0.6808051,0.2729934],"study_design_scores_gemma":[0.0006605447,0.00002194037,0.01957404,0.00003411498,0.00001253594,0.00005046825,0.003866106,0.004680363,0.0004182434,0.0001367071,0.9703191,0.0002258616],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429513,0.001341348,0.02595519,0.001612032,0.0005160979,0.0007647395,0.00003234285,0.00009171874,0.02673522],"genre_scores_gemma":[0.9596122,0.0000198958,0.0006963936,0.0007194942,0.0001011431,0.00002566137,0.00001144345,0.00002741954,0.03878638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.289514,"threshold_uncertainty_score":0.6544438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2125596550415583,"score_gpt":0.3796150960693064,"score_spread":0.1670554410277481,"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."}}