{"id":"W3186848273","doi":"10.32481/djph.2021.07.008","title":"The Data Dilemma:","year":2021,"lang":"en","type":"article","venue":"Delaware Journal of Public Health","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Dilemma; Computer science; Epistemology; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01800004,0.000132387,0.0003972028,0.0001230614,0.002640439,0.0001007534,0.001112448,0.0001449247,0.0003956737],"category_scores_gemma":[0.006965293,0.00008536851,0.00007641062,0.0006743646,0.00007640907,0.00074295,0.0004162563,0.001391253,0.00009776914],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007020088,"about_ca_system_score_gemma":0.04198297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064212,"about_ca_topic_score_gemma":0.001400559,"domain_scores_codex":[0.9928832,0.003051776,0.001891747,0.0002159977,0.0006486048,0.001308657],"domain_scores_gemma":[0.9918607,0.00194689,0.001584754,0.00123194,0.002178438,0.0011973],"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":[0.000005592185,0.00009809044,0.005294067,0.000143799,0.00004408662,0.000009092067,0.002859208,0.000001123666,0.000001409646,0.02873035,0.8870498,0.07576336],"study_design_scores_gemma":[0.0004221066,0.0000714886,0.01555071,0.00009337579,0.000005151036,0.00009400921,0.01364788,0.0001056103,2.087027e-7,0.0005311267,0.9694098,0.00006854324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0283071,0.005880419,0.004894136,0.9414393,0.01020871,0.0003652222,0.000119897,0.00004405899,0.008741135],"genre_scores_gemma":[0.7178407,0.02853325,0.005781134,0.2054459,0.02666422,0.00007464799,0.0007903951,0.0001819995,0.01468774],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7359934,"threshold_uncertainty_score":0.998658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3886666922845076,"score_gpt":0.5523918411632386,"score_spread":0.163725148878731,"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."}}