{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.197001,0.001236241,0.00246702,0.00512518,0.009237982,0.02535122,0.009786,0.02814203,0.04230079],"category_scores_gemma":[0.4874898,0.002041512,0.002530779,0.006398605,0.0323531,0.05408159,0.01927111,0.04089778,0.02360566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00901658,"about_ca_system_score_gemma":0.02715363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007308294,"about_ca_topic_score_gemma":0.005270288,"domain_scores_codex":[0.7724978,0.1413422,0.01758039,0.02430114,0.0398383,0.004440199],"domain_scores_gemma":[0.4791307,0.3540641,0.0126917,0.07464532,0.06794002,0.01152815],"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":[0.0001974999,0.00003585341,0.001332674,0.0005663557,0.00008204047,0.0005121037,0.004238909,0.0001745411,0.000138428,0.2930238,0.6299651,0.06973261],"study_design_scores_gemma":[0.0000603259,0.00002067561,0.0001411187,0.001227967,0.00002294018,0.0005076357,0.002439225,0.0002331857,0.0001667371,0.119809,0.8753177,0.00005350637],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007511012,0.003959847,0.01663102,0.9279141,0.02431257,0.0002206976,0.001181606,0.0003900208,0.02463901],"genre_scores_gemma":[0.03163986,0.004770156,0.04430241,0.8616768,0.02299728,0.001745836,0.001964162,0.001101519,0.0298019],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.197001,"threshold_uncertainty_score":0.9902408,"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."}}