{"id":"W4386093085","doi":"10.31399/asm.amp.2023-05.p059","title":"ASM News for July and August 2023","year":2023,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Watson; IBM; Pollock; Library science; Engineering; Art history; History; Political science; Management; Materials science; Computer science; Nanotechnology; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.00007844295,0.00006269747,0.00007597165,0.00004844101,0.00005477585,0.0000368431,0.00004957779,0.00005113922,0.00004866989],"category_scores_gemma":[0.00009404222,0.00005842746,0.0000253605,0.0002363618,0.00002842363,0.0001255204,0.00001617742,0.00006332462,0.000312022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008047668,"about_ca_system_score_gemma":0.000004550004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004110392,"about_ca_topic_score_gemma":0.00004767846,"domain_scores_codex":[0.9995456,0.000004050592,0.0001367849,0.0001024401,0.00006427655,0.0001468217],"domain_scores_gemma":[0.9997051,0.0001186541,0.00001018721,0.00008573467,0.00001995433,0.00006042276],"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":[0.00002351142,0.00004594342,0.0005252861,0.0001428444,0.00002642977,0.000005837292,0.000107855,0.00134623,0.2456658,0.008976603,0.6735848,0.06954879],"study_design_scores_gemma":[0.0006080137,0.0001021081,0.01147679,0.00002665668,0.00002464555,0.00001704464,0.0002234081,0.02224259,0.07954462,0.01745839,0.8679221,0.0003536058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302112,0.0005860087,0.01869728,0.004771929,0.0004116168,0.0006391507,0.00003379591,0.006319423,0.03832955],"genre_scores_gemma":[0.9964746,0.0001144331,0.001145327,0.0001202493,0.00005178343,0.00006991094,0.000005254813,0.00001597388,0.002002434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1943373,"threshold_uncertainty_score":0.4010516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780120223484186,"score_gpt":0.2833703893855916,"score_spread":0.2555691871507498,"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."}}