{"id":"W4237793711","doi":"10.7834/phoenix.72.1-2.0179","title":"","year":2018,"lang":"","type":"article","venue":"Phoenix","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.003805963,0.002059576,0.001683065,0.001014954,0.003109661,0.001162958,0.003220672,0.0006271423,0.006051117],"category_scores_gemma":[0.002377131,0.002405157,0.0008738803,0.006338803,0.009125182,0.003198036,0.002029202,0.00126521,0.1879642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397889,"about_ca_system_score_gemma":0.0009264561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001659527,"about_ca_topic_score_gemma":0.002403243,"domain_scores_codex":[0.9831885,0.001676849,0.002574794,0.003652382,0.002751595,0.006155948],"domain_scores_gemma":[0.9869601,0.0004654019,0.001362731,0.005272188,0.003160744,0.002778874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006856985,0.002389797,0.04950214,0.000088586,0.0007934776,0.0002199195,0.1157169,0.00001154445,0.7732561,0.001086667,0.01613734,0.03394052],"study_design_scores_gemma":[0.009095547,0.00577459,0.1247298,0.0003297004,0.0007980166,0.0003980366,0.001785409,0.004487087,0.6829257,0.002693693,0.1643545,0.002627909],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776738,0.001673178,0.0006620026,0.001870395,0.006039344,0.001866094,0.000548673,0.001208217,0.008458343],"genre_scores_gemma":[0.9808335,0.00008173763,0.001949318,0.00246654,0.01286642,0.0001131623,0.00002214092,0.001123241,0.0005440018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1819131,"threshold_uncertainty_score":0.9998739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02529120298545996,"score_gpt":0.2915760532249947,"score_spread":0.2662848502395347,"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."}}