{"id":"W4256709899","doi":"10.1002/ieam.1385","title":"Learned Discourses: Timely Scientific Opinions","year":2012,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"CLARITY; Globe; Subject (documents); Library science; Consistency (knowledge bases); Dissenting opinion; Political science; Public relations; Sociology; Media studies; Psychology; Law; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004892667,0.0004254154,0.0002690038,0.00009182173,0.0007011342,0.0002090812,0.0003200738,0.0001028651,0.006244607],"category_scores_gemma":[0.000002332626,0.00036762,0.0001140288,0.0002497414,0.0008062034,0.001077183,0.0008715804,0.0002740784,0.001406557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008538929,"about_ca_system_score_gemma":0.000006898945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009647651,"about_ca_topic_score_gemma":0.00001675685,"domain_scores_codex":[0.9972854,0.0001202303,0.0003653098,0.0006061479,0.000741857,0.0008810083],"domain_scores_gemma":[0.9989561,0.00002735441,0.0001310068,0.0004111668,0.000001276542,0.0004730783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003495093,0.002340429,0.8808424,0.00003098474,0.0002720131,0.00002168538,0.001133545,0.0001040177,0.009399238,0.004262714,0.0166642,0.08489377],"study_design_scores_gemma":[0.0008631732,0.0001280823,0.8102502,0.00002926421,0.0001338501,0.00001231608,0.003801951,0.0002881098,0.0004272053,0.0005919284,0.1828358,0.0006381166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9118975,0.0001838356,0.001182338,0.0006306692,0.0009308794,0.0009774708,0.00008205676,0.0001363551,0.08397891],"genre_scores_gemma":[0.9825431,0.0004335707,0.004128115,0.000327804,0.00007310716,0.0001389271,0.0003908485,0.00004634284,0.01191823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661716,"threshold_uncertainty_score":0.9998776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01710184982844029,"score_gpt":0.3005500650450283,"score_spread":0.283448215216588,"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."}}