{"id":"W7050808971","doi":"","title":"By The Numbers","year":2011,"lang":"en","type":"article","venue":"Iowa State University Digital Repository (Iowa State University)","topic":"Crystallography and Radiation Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"State (computer science); Fiscal year; Agriculture; State government; Government (linguistics); Quarter (Canadian coin); Subject matter; Payment","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004683833,0.0003026855,0.0002247349,0.0002612348,0.0007821781,0.0001490577,0.0006938274,0.00005034819,0.0001439304],"category_scores_gemma":[0.000002255142,0.0002975525,0.0002880487,0.0007182589,0.0004490624,0.001340763,0.000224049,0.0002759564,0.00004995451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000172377,"about_ca_system_score_gemma":0.000132197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088425,"about_ca_topic_score_gemma":0.00002988681,"domain_scores_codex":[0.9984913,0.00009733324,0.0001907619,0.0004752364,0.000258085,0.0004872305],"domain_scores_gemma":[0.9988176,0.00008439237,0.0002359176,0.0004203328,0.0001410768,0.0003007089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003382454,0.003829489,0.6503835,0.0001238891,0.005546475,0.002587555,0.0487726,0.001155361,0.004272492,0.106473,0.1240293,0.04944387],"study_design_scores_gemma":[0.00325307,0.0003107258,0.01472022,0.00003996245,0.0002612728,0.00001826453,0.04076678,0.00009410424,0.002155409,0.004778763,0.9320752,0.001526241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4954123,0.00001755806,0.004186789,0.00003502486,0.0002369861,0.000249302,0.0005969505,0.0001436037,0.4991215],"genre_scores_gemma":[0.8967351,0.00001372563,0.00004804762,0.00002530731,0.00003373938,1.595206e-7,0.00006322777,0.00002081237,0.1030598],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8080459,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006320293098646691,"score_gpt":0.1515721653704797,"score_spread":0.145251872271833,"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."}}