{"id":"W2027635175","doi":"10.1017/s1743921311003607","title":"Maximum outreach. . . minimum budget","year":2009,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Exhibition; Presentation (obstetrics); Public relations; Medical education; Political science; Geography; Medicine; Archaeology; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005112242,0.0008203498,0.0005862598,0.001231442,0.003460943,0.006945288,0.001857161,0.00259428,0.1842326],"category_scores_gemma":[0.01537522,0.000564467,0.0004388568,0.0008352832,0.001217543,0.004814891,0.005660373,0.002514564,0.0357572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003827744,"about_ca_system_score_gemma":0.01131555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004452601,"about_ca_topic_score_gemma":0.00661685,"domain_scores_codex":[0.9942199,0.001739127,0.0002494577,0.0005216179,0.001667031,0.00160291],"domain_scores_gemma":[0.9885867,0.001794254,0.000810618,0.0009894642,0.002808459,0.005010618],"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":[0.0001482858,0.0002651521,0.002510533,0.0006339473,0.00002621486,0.0001689756,0.0009703515,0.001769083,0.001352223,0.1119741,0.575208,0.3049732],"study_design_scores_gemma":[0.00009643031,0.000153073,0.00557804,0.0007502373,0.00001761593,0.0002354083,0.001258552,0.000723077,0.0008369526,0.04965871,0.9406484,0.00004359411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008103033,0.00180302,0.02888341,0.09866773,0.002149262,0.001064217,0.001183411,0.001489081,0.8566569],"genre_scores_gemma":[0.3401909,0.002690348,0.04045711,0.03095718,0.002107078,0.002371762,0.0010927,0.001220279,0.5789127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1842326,"threshold_uncertainty_score":0.6163195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444440899295154,"score_gpt":0.2169431008782592,"score_spread":0.2024986918853077,"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."}}