{"id":"W2142795246","doi":"10.1017/s1743921307007053","title":"Undergraduate and graduate programmes in astronomy for the developing world","year":2006,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Innovations in Educational Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coursework; Curriculum; General partnership; Engineering ethics; Function (biology); Sociology; Mathematics education; Pedagogy; Engineering; Psychology; Political 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":[0.003998056,0.0004365532,0.0003392454,0.001467025,0.00243593,0.002613217,0.00101485,0.0009062202,0.02728337],"category_scores_gemma":[0.007183904,0.0002410836,0.0003037752,0.001089728,0.0009654881,0.0008242104,0.004160221,0.001359341,0.004627369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009285,"about_ca_system_score_gemma":0.009465765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001306337,"about_ca_topic_score_gemma":0.00428912,"domain_scores_codex":[0.9988439,0.0004191539,0.0000639732,0.00007011556,0.0002125385,0.0003902571],"domain_scores_gemma":[0.9921086,0.000898673,0.0005826281,0.0003098537,0.0009071702,0.005193089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000245781,0.001990405,0.08599212,0.001031177,0.00001656218,0.0004923198,0.01253823,0.001980792,0.009684997,0.07442737,0.08823052,0.7233698],"study_design_scores_gemma":[0.000110792,0.001379433,0.2159158,0.0007553807,0.00001828441,0.0009126572,0.01277477,0.001566262,0.00351676,0.01453189,0.7484749,0.00004301466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5057749,0.008724731,0.02171217,0.05895953,0.003770278,0.003211624,0.001241787,0.0007535167,0.3958516],"genre_scores_gemma":[0.8090007,0.007499556,0.03176245,0.008751691,0.001352012,0.002504838,0.0009728892,0.000168355,0.1379876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02728337,"threshold_uncertainty_score":0.091272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154492183827892,"score_gpt":0.344134102888322,"score_spread":0.3025891810500431,"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."}}