{"id":"W4206163870","doi":"10.1093/pch/pxz170","title":"Who matters?","year":2019,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Columbia university; Library science; Family medicine; Medicine; University hospital; Pediatrics; History; Classics; Media studies; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.00163706,0.0002985585,0.0006561585,0.0002816922,0.001247409,0.00001558016,0.0003492319,0.0002435042,0.0015441],"category_scores_gemma":[0.00007656816,0.0002677758,0.0001491627,0.0006270901,0.00002770856,0.000152035,0.0001887299,0.001812581,0.00920204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004863512,"about_ca_system_score_gemma":0.001112428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004925278,"about_ca_topic_score_gemma":0.0001251628,"domain_scores_codex":[0.9956432,0.0006215535,0.001052141,0.0006070135,0.0005197871,0.001556327],"domain_scores_gemma":[0.9974595,0.0004045675,0.0005855816,0.0007295951,0.0001052684,0.0007155382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005056204,0.0001635569,0.5733252,0.002102797,0.00001422519,0.000002724181,0.005329667,0.000007631115,0.000002596844,0.01177848,0.4015424,0.005680209],"study_design_scores_gemma":[0.002356052,0.0001834859,0.430462,0.0006963616,0.00001202408,0.00000482162,0.001502177,0.00009235041,0.000001090366,0.00056682,0.5637296,0.0003932558],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4615779,0.0101539,0.0005593379,0.4079499,0.01246005,0.008135486,0.0003105434,0.001199682,0.0976532],"genre_scores_gemma":[0.6905591,0.005284859,0.0004802873,0.292676,0.00516561,0.00001287766,0.0001351275,0.0001259613,0.005560166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289812,"threshold_uncertainty_score":0.9999775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02193294007284283,"score_gpt":0.3490364373351563,"score_spread":0.3271034972623135,"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."}}