{"id":"W3203820563","doi":"10.14740/cr1324","title":"Do We Serve a Need?","year":2021,"lang":"en","type":"editorial","venue":"Cardiology Research","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01261458,0.0001547522,0.0005394898,0.0002644813,0.0009782233,0.0003061683,0.0009142606,0.001898368,0.0009527099],"category_scores_gemma":[0.02897371,0.0001561407,0.0002058851,0.0007632441,0.001279705,0.0001600044,0.0001953631,0.003593661,0.0007231895],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000330457,"about_ca_system_score_gemma":0.008647018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001326104,"about_ca_topic_score_gemma":0.0005693684,"domain_scores_codex":[0.987922,0.008372284,0.0002041543,0.0006162763,0.002008741,0.0008765765],"domain_scores_gemma":[0.9760799,0.02065265,0.0000816569,0.000483075,0.002460078,0.0002426522],"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":[0.0000198447,0.00001291806,0.0003486759,0.00005500263,0.0001398995,0.0001084129,0.006408611,7.181355e-7,0.000002562156,0.004883818,0.9870756,0.0009439623],"study_design_scores_gemma":[0.00007474922,0.00002916133,0.00002009375,0.00006625227,0.00002434202,0.000002332838,0.03300339,6.560025e-8,0.000001212826,0.003210678,0.96342,0.0001476658],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00008570374,0.02020263,0.000001817279,0.02867491,0.749285,0.0002067331,0.00005490784,0.00003358975,0.2014548],"genre_scores_gemma":[0.001906033,0.01704399,0.00003968854,0.00003398398,0.9304522,0.0001194634,0.0002018297,0.00002565862,0.05017713],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1811673,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2778606364945521,"score_gpt":0.5434152720138247,"score_spread":0.2655546355192726,"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."}}