{"id":"W4392108357","doi":"10.15173/m.v1i41.3291","title":"Dr. Jonathan Ng","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Peer review; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001243908,0.00009007705,0.0001664966,0.00005784396,0.002885733,0.000003532033,0.0004617884,0.00003506882,0.01463838],"category_scores_gemma":[0.0001003384,0.00006060116,0.00006271373,0.0002193274,0.00003651101,0.00003767726,0.000416427,0.0009254962,0.001077757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006425701,"about_ca_system_score_gemma":0.002481879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004492454,"about_ca_topic_score_gemma":0.00007801858,"domain_scores_codex":[0.9980322,0.0007543272,0.0002799251,0.000154715,0.0002891753,0.0004897061],"domain_scores_gemma":[0.9986028,0.0006491427,0.000113983,0.0004762693,0.00003367069,0.0001241391],"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":[0.00002996324,0.00004422343,0.0155927,0.00005448102,0.00001374714,0.000003257304,0.01204275,6.605426e-7,0.00009341158,0.009244012,0.9606471,0.002233665],"study_design_scores_gemma":[0.0002126193,0.00003239004,0.0263924,0.000003842346,0.00001193587,0.000003759473,0.0119358,0.000001865711,0.00001010201,0.001715999,0.9596037,0.00007559921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5625171,0.001710935,0.000008852003,0.311603,0.00949027,0.0009807657,0.00005324008,0.0002006291,0.1134352],"genre_scores_gemma":[0.6991793,0.00006059698,0.00008287274,0.1884631,0.00139205,0.001188865,0.00002902492,0.00004416538,0.1095601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1366622,"threshold_uncertainty_score":0.9997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08070944141197561,"score_gpt":0.4566288684762626,"score_spread":0.375919427064287,"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."}}