{"id":"W4377822059","doi":"10.1007/978-3-031-30466-8_8","title":"Results","year":2023,"lang":"en","type":"book-chapter","venue":"Springer theses","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006808026,0.000212477,0.0002464658,0.00002332278,0.00009013501,0.00003024659,0.0001379628,0.00003659493,0.0004245996],"category_scores_gemma":[0.000004936233,0.0001761273,0.0001636576,0.00001613767,0.0001427915,0.00002817677,0.000220436,0.0001476512,0.004511572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001482579,"about_ca_system_score_gemma":0.0000100259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004117295,"about_ca_topic_score_gemma":2.972639e-7,"domain_scores_codex":[0.9991568,0.000004848771,0.0001802105,0.0002551812,0.0001453415,0.0002575609],"domain_scores_gemma":[0.9995046,0.0000944239,0.0000686309,0.0002361636,0.00002123908,0.00007493248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002156354,0.00001656474,0.00004612961,0.000004415345,0.0001666231,0.000002487571,0.0001194879,0.000001284843,0.0002045229,0.9925283,0.002083688,0.004804967],"study_design_scores_gemma":[0.0001474202,0.00002555789,0.0000318804,0.00008810314,0.00003721873,6.690616e-8,0.0000509175,0.000005056531,0.01496978,0.8844923,0.09987259,0.0002790726],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000837449,0.00009894053,0.00001424244,0.000158257,0.0001939588,0.00008184496,0.0001242546,0.00009706878,0.998394],"genre_scores_gemma":[0.4842246,0.00001286352,0.00001917492,0.00001001166,0.0005636089,0.00001279217,0.00001985666,0.00004773162,0.5150894],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4833871,"threshold_uncertainty_score":0.9962635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03679607495916404,"score_gpt":0.2649949737584357,"score_spread":0.2281988987992717,"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."}}