{"id":"W2053658789","doi":"10.1029/2009eo390006","title":"Berkner Fellows at 2009 Joint Assembly","year":2009,"lang":"en","type":"article","venue":"Eos","topic":"Geological Studies and Exploration","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Joint (building); Political science; Subsistence agriculture; Library science; Economic growth; Geography; Engineering; Archaeology; Law; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008125183,0.00006320181,0.0000832493,0.00001180973,0.000166057,0.0000200569,0.00005293883,0.00003492263,0.002486181],"category_scores_gemma":[0.00001865238,0.00004164519,0.0000349397,0.00006727018,0.00001557596,0.00007369467,0.000005851928,0.00004685665,0.002552713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002531166,"about_ca_system_score_gemma":0.000002766114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002494621,"about_ca_topic_score_gemma":0.001101892,"domain_scores_codex":[0.9994747,0.00001728144,0.00009223235,0.0001246053,0.0001114489,0.0001797383],"domain_scores_gemma":[0.9998233,0.00001527946,0.00001719929,0.00007103118,0.00001295646,0.00006018568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00006195288,0.00006149996,0.2269895,0.00000507391,0.00002429933,0.00005481316,0.0004431964,0.004405105,0.000900821,0.0002595056,0.1820669,0.5847273],"study_design_scores_gemma":[0.00007383453,0.0002020627,0.9112296,0.000002106082,0.000004605936,0.000003265651,0.00003680413,0.001525804,0.0001754035,0.0009448342,0.08571191,0.00008976866],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.908766,0.0007213659,0.00007208959,0.003862581,0.0002070829,0.00008793006,0.000007529935,0.00004860474,0.08622676],"genre_scores_gemma":[0.9963213,0.00007848776,0.0002430142,0.001238075,0.0001261687,3.320736e-7,0.00004188309,5.293955e-7,0.001950204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6842402,"threshold_uncertainty_score":0.9984257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03033046734043963,"score_gpt":0.2036752975471827,"score_spread":0.1733448302067431,"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."}}