{"id":"W4307560024","doi":"10.1186/s12940-022-00913-4","title":"Response to Toshihide Tsuda, Yumiko Miyano and Eiji Yamamoto [1]","year":2022,"lang":"en","type":"letter","venue":"Environmental Health","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Epidemiology; Curriculum; Representation (politics); Process (computing); Medical education; Specialty; Computer science; Discipline; Engineering ethics; Medicine; Psychology; Sociology; Pathology; Social science; Political science; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00115711,0.0004766788,0.000858152,0.0002949292,0.0003718802,0.00003805016,0.0002073347,0.0003283047,0.01064388],"category_scores_gemma":[0.00007670022,0.0004759749,0.0001721265,0.0001501342,0.000121909,0.00006308947,0.0003363909,0.001787494,0.0004197198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818955,"about_ca_system_score_gemma":0.000857882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000582322,"about_ca_topic_score_gemma":0.0000101202,"domain_scores_codex":[0.9955819,0.0007203461,0.0006778646,0.0009586239,0.0009908675,0.001070396],"domain_scores_gemma":[0.9972631,0.0002896625,0.0002189611,0.0008676129,0.000004011178,0.001356678],"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":[0.001248743,0.0001949201,0.001109177,0.0005538506,0.00004697545,0.0006686345,0.0006066795,0.000001029767,0.00001908465,0.000007301442,0.9773685,0.01817511],"study_design_scores_gemma":[0.001077746,0.002826733,0.02492727,0.0001341335,0.00004585401,0.0002360336,0.0004533845,0.000008114454,0.000002484056,0.00002556744,0.9699114,0.0003512676],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08483011,0.001652,0.00001741042,0.9082156,0.0005012761,0.002017255,0.001066892,0.0000815899,0.001617862],"genre_scores_gemma":[0.01785605,0.0005575895,0.0006185598,0.9546487,0.001458753,0.0001898879,0.001583272,0.0001483856,0.02293883],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06697407,"threshold_uncertainty_score":0.9997692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145185179787674,"score_gpt":0.2819891720093443,"score_spread":0.2674706540305769,"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."}}