{"id":"W2965114968","doi":"10.2172/1544505","title":"2018 fourth quarter report to NA-22 on Particle Classifier","year":2018,"lang":"en","type":"report","venue":"","topic":"Nuclear Physics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Firmware; Computer science; Artificial intelligence; Statistics; Operations research; Library science; Engineering; Mathematics; History; Archaeology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002088899,0.0002857401,0.0003314981,0.00004149709,0.0001574694,0.0001126314,0.0002213632,0.00008999993,0.005487409],"category_scores_gemma":[0.000005310629,0.0002427955,0.0002238783,0.0001586631,0.00004560815,0.00005076134,0.00009275079,0.0002311481,0.005938286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007226523,"about_ca_system_score_gemma":0.0002919756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004789209,"about_ca_topic_score_gemma":0.00000875002,"domain_scores_codex":[0.9981132,0.00001595141,0.0004244417,0.0005988612,0.00049421,0.000353389],"domain_scores_gemma":[0.9981714,0.00002628166,0.0002345409,0.001065607,0.0002841841,0.0002179776],"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":[0.00000461895,0.0002096654,0.001049678,0.000006208882,0.0001022655,0.000004790524,0.0000327674,0.000002802172,0.0001941823,0.0195196,0.9688169,0.01005657],"study_design_scores_gemma":[0.00009994817,0.0001007295,0.001117177,0.00003670374,0.00004778279,0.000003866684,0.00006192179,0.00005667907,0.0008815671,0.002862046,0.9943839,0.000347695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0165999,0.000002849052,0.0052449,0.0008634143,0.0007631928,0.0004625457,0.0001075774,0.00007740523,0.9758782],"genre_scores_gemma":[0.7822933,0.000001954196,0.000762111,0.0003045514,0.00490316,0.0002223895,0.0002525466,0.0001012975,0.2111587],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7656934,"threshold_uncertainty_score":0.9954217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03856962337371632,"score_gpt":0.3132573377953899,"score_spread":0.2746877144216736,"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."}}