{"id":"W2563014948","doi":"10.1002/ieam.1864","title":"In memoriam: Edward R Long","year":2016,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Citation; Columbia university; Library science; Associate editor; Art history; History; Sociology; Computer science; Media studies","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000948973,0.0002249795,0.0001627099,0.00005393799,0.00006542516,0.00001917404,0.0001656718,0.00006870264,0.005608447],"category_scores_gemma":[0.000001623308,0.00016497,0.00004001068,0.00004802745,0.0001256636,0.0002236941,0.0001614674,0.0001264273,0.00006170141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006607217,"about_ca_system_score_gemma":0.000007079397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005854343,"about_ca_topic_score_gemma":0.000006608378,"domain_scores_codex":[0.998794,0.00001227372,0.0002647956,0.0004209292,0.0002246356,0.000283421],"domain_scores_gemma":[0.9995688,0.0000243775,0.00006628847,0.0002546673,0.00000198531,0.00008387027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001861648,0.001529305,0.1294634,0.0004955047,0.0004019984,0.001053507,0.0001924903,0.00002157242,0.541658,0.003814134,0.01096355,0.3102203],"study_design_scores_gemma":[0.004275241,0.00005438695,0.01258259,0.0005179289,0.00008049849,0.0000198269,0.001216602,0.00005455167,0.07856116,0.001249181,0.9005217,0.0008663702],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100984,0.0003210198,0.002960628,0.0007315545,0.0008271582,0.0002657399,0.00006820088,0.0001155594,0.1846117],"genre_scores_gemma":[0.960931,0.001707037,0.001307335,0.0001594896,0.0001060348,0.0001052283,0.00003624952,0.0000240741,0.03562358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8895581,"threshold_uncertainty_score":0.9953005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006171543422845075,"score_gpt":0.2425683939148974,"score_spread":0.2363968504920523,"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."}}