{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007222479,0.0007777187,0.000442771,0.001150942,0.001464172,0.003829536,0.0007111494,0.002641745,0.414005],"category_scores_gemma":[0.00158144,0.0003549806,0.0005620702,0.001001844,0.0003773202,0.001110862,0.0009550028,0.002225033,0.4023865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007830555,"about_ca_system_score_gemma":0.001376545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004148497,"about_ca_topic_score_gemma":0.01233873,"domain_scores_codex":[0.9989805,0.00003622928,0.0000291111,0.00005917758,0.0007942527,0.0001008128],"domain_scores_gemma":[0.9988612,0.00006310296,0.00003967666,0.00007189272,0.0007087677,0.000255443],"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":[0.00001704161,0.00001256425,0.00003001496,0.00002799562,8.490086e-7,0.00002321295,0.00000413136,0.00001324646,0.00025238,0.0002590823,0.9809632,0.01839625],"study_design_scores_gemma":[0.000002718353,0.00001086462,0.0001682801,0.000021028,8.446233e-7,0.00001940886,0.00001362397,0.00001869433,0.000111565,0.00006384921,0.9995671,0.000002138884],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00114038,0.009311398,0.001183331,0.02132284,0.07668165,0.0001875107,0.00435197,0.00222841,0.8835926],"genre_scores_gemma":[0.001592721,0.002203883,0.0003158303,0.002717119,0.003079604,0.000027671,0.001587438,0.0001645137,0.9883111],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.414005,"threshold_uncertainty_score":0.8358507,"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."}}