{"id":"W7000746277","doi":"","title":"Global Impact Study Surveys: Methodologies and Implementation","year":2012,"lang":"en","type":"report","venue":"ResearchWorks at the University of Washington (University of Washington)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Development Research Centre; Universitat Pompeu Fabra; University of Washington; Bill and Melinda Gates Foundation","keywords":"Public access; Information and Communications Technology; Information access; Access to information; Data access; Information system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.02975614,0.0009775737,0.002136422,0.001105132,0.002284415,0.0001272472,0.003968038,0.0009407997,0.003544474],"category_scores_gemma":[0.001236569,0.0009990216,0.001045422,0.002163475,0.003023194,0.001678314,0.007320462,0.001765902,0.0001874171],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006090397,"about_ca_system_score_gemma":0.002188079,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1391627,"about_ca_topic_score_gemma":0.08899728,"domain_scores_codex":[0.9826853,0.008978612,0.0006787039,0.001453913,0.004493596,0.001709895],"domain_scores_gemma":[0.9900749,0.002587789,0.00228834,0.002050627,0.002278478,0.0007199196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00426632,0.001584092,0.6001934,0.001521694,0.009098158,0.0004854044,0.04455208,0.001062748,0.0008582477,0.0001986973,0.2613245,0.07485466],"study_design_scores_gemma":[0.004089199,0.001254952,0.7619401,0.0004874226,0.002189236,0.00008202407,0.2045944,0.0001127416,0.00005930429,0.0001838025,0.02380023,0.001206521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793378,0.002215829,0.001295505,0.0005376308,0.0003692018,0.002849521,0.00327212,0.0002812648,0.009841145],"genre_scores_gemma":[0.9819584,0.004205738,0.002013657,0.000004571309,0.0001396879,3.259381e-7,0.0007371903,0.0001573988,0.01078297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2375243,"threshold_uncertainty_score":0.99969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1484728903561486,"score_gpt":0.3921727309015552,"score_spread":0.2436998405454066,"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."}}