{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1371484,0.003270112,0.003582186,0.009091372,0.009765111,0.07178614,0.00687647,0.03052317,0.1234778],"category_scores_gemma":[0.4438238,0.002425455,0.002628454,0.00656397,0.01820063,0.04617688,0.03171945,0.03429757,0.1564491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01135087,"about_ca_system_score_gemma":0.04350404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005272761,"about_ca_topic_score_gemma":0.0006379313,"domain_scores_codex":[0.8082713,0.08395649,0.01547502,0.009019213,0.0758995,0.007378367],"domain_scores_gemma":[0.5289768,0.1636879,0.03461754,0.05339318,0.161126,0.05819869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002099922,0.00002342977,0.00005081098,0.0004746388,0.00001347787,0.00007420105,0.0008456411,0.00002957891,0.0001195307,0.01313559,0.9564969,0.02871518],"study_design_scores_gemma":[0.00001701296,0.00001367227,0.00007195802,0.0008464119,0.000007649754,0.00006140268,0.000947176,0.00007651042,0.0001354619,0.02415109,0.9736459,0.00002560228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005487181,0.01088612,0.01205609,0.6103827,0.263939,0.0006934572,0.001905318,0.002649115,0.09693947],"genre_scores_gemma":[0.02948388,0.02326824,0.03958608,0.3156533,0.3306737,0.003139043,0.006954588,0.006045285,0.2451959],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1371484,"threshold_uncertainty_score":0.7253188,"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."}}