{"id":"W2774126965","doi":"10.4148/1051-0834.2152","title":"A Brief History of ACE","year":2000,"lang":"en","type":"article","venue":"Journal of Applied Communications","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constitution; Agriculture; Library science; Land grant; Political science; Agricultural education; Management; Public administration; Law; History; Archaeology; 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":[],"category_scores_codex":[0.0001845491,0.00004474562,0.000111408,0.00001819451,0.0000778656,0.000005816406,0.0005963783,0.00002330756,0.001199759],"category_scores_gemma":[0.00001968924,0.00001996885,0.00005271167,0.0002282227,0.0001480899,0.00006776472,0.00005604486,0.0001104852,0.00002225347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008816703,"about_ca_system_score_gemma":0.00004902404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003052317,"about_ca_topic_score_gemma":0.00002644956,"domain_scores_codex":[0.9994493,0.00001919874,0.0002975855,0.00004051884,0.0001346463,0.00005880382],"domain_scores_gemma":[0.9991601,0.0002002177,0.0002450332,0.0001292493,0.0002398584,0.00002555792],"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":[0.0001229844,0.001557754,0.001029091,0.00000910348,0.0002078591,6.202685e-7,0.003664989,0.00007634721,0.1156697,0.2235121,0.2701825,0.383967],"study_design_scores_gemma":[0.00008178825,0.00004256331,0.01766662,0.000009930122,0.0000165845,0.000004770593,0.0007930136,0.000006195735,0.0001394318,0.002254406,0.9789364,0.00004829],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5878942,0.001517386,0.000002758967,0.01230298,0.0001325876,0.0001069125,0.00001450137,0.00001392405,0.3980148],"genre_scores_gemma":[0.993481,0.0005846094,0.003589035,0.00025501,0.00007022396,0.000005115221,0.0000082677,4.559473e-7,0.002006293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7087539,"threshold_uncertainty_score":0.9997133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06071804810651848,"score_gpt":0.2485789279679336,"score_spread":0.1878608798614151,"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."}}