{"id":"W2004533871","doi":"10.1016/j.oooo.2013.06.036","title":"Fairness for all","year":2013,"lang":"en","type":"editorial","venue":"Oral Surgery Oral Medicine Oral Pathology and Oral Radiology","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal College of Physicians and Surgeons of Canada","funders":"","keywords":"Psychology; Computer science","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.01061836,0.001336015,0.005579946,0.0006247028,0.0008963585,0.00002322356,0.0007292331,0.007006217,0.005439673],"category_scores_gemma":[0.04122966,0.0009600561,0.0004233353,0.0004009361,0.002896974,0.0004300597,0.0004383769,0.005439191,0.00070038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002346828,"about_ca_system_score_gemma":0.001054055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002660088,"about_ca_topic_score_gemma":0.0008555441,"domain_scores_codex":[0.9853944,0.006296933,0.002771921,0.002024357,0.0007720056,0.002740412],"domain_scores_gemma":[0.9619275,0.03338244,0.001490899,0.001081329,0.001020456,0.001097392],"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":[0.00121315,0.00013476,0.008482504,0.001364583,0.0002067995,0.0004591565,0.000715623,3.21127e-7,0.00006224465,0.000761673,0.9723344,0.01426477],"study_design_scores_gemma":[0.002698322,0.001681554,0.001542988,0.0005739217,0.0007133032,0.0001020049,0.0008708981,0.00003189117,0.000002534241,0.006580998,0.9842654,0.0009361572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.04308404,0.004638826,0.0005319579,0.04538215,0.9013817,0.003384339,0.0004163304,0.00043935,0.0007413015],"genre_scores_gemma":[0.02522011,0.006696966,0.002662575,0.01925407,0.915846,0.003094404,0.009091718,0.0004267425,0.01770736],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.0306113,"threshold_uncertainty_score":0.9999391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08362514330325567,"score_gpt":0.4384350488755864,"score_spread":0.3548099055723308,"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."}}