{"id":"W4402816121","doi":"10.1093/occmed/kqae064","title":"Reply","year":2024,"lang":"en","type":"letter","venue":"Occupational Medicine","topic":"Sarcoidosis and Beryllium Toxicity Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Workplace Safety & Insurance Board","funders":"","keywords":"Medicine","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004347576,0.0003521645,0.0007125153,0.0006299732,0.00006672413,0.00002667593,0.000186601,0.0005697083,0.00667486],"category_scores_gemma":[0.000631821,0.0002372321,0.0002174816,0.0005103721,0.0003100393,0.00003935631,0.00007471943,0.002775459,0.002287901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067711,"about_ca_system_score_gemma":0.0005376135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000165376,"about_ca_topic_score_gemma":0.000002028694,"domain_scores_codex":[0.996322,0.00005957584,0.0005361191,0.0006694271,0.001970403,0.0004424562],"domain_scores_gemma":[0.9983852,0.000389004,0.0000971732,0.0006178998,0.0003494554,0.000161256],"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":[0.00009235062,0.00002926921,0.0009197188,0.0008584469,0.0001989382,0.001916295,0.00003720733,7.852715e-8,0.0002007214,0.0001027998,0.9938118,0.001832401],"study_design_scores_gemma":[0.0006218763,0.0004483813,0.004613881,0.00168751,0.0003577588,0.0004765748,0.000009193715,0.00005411764,0.00007340077,0.0005955794,0.9908598,0.0002019293],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003029172,0.003361221,0.00003169134,0.9606416,0.001072714,0.0004536132,0.00007634337,0.0001558755,0.03390403],"genre_scores_gemma":[0.0007353035,0.0001471101,0.0002867379,0.8705905,0.03158666,0.00007758542,0.002786117,0.00009014048,0.09369986],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09005111,"threshold_uncertainty_score":0.9995252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0872459931904865,"score_gpt":0.3902640285721716,"score_spread":0.3030180353816851,"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."}}