{"id":"W2947850300","doi":"10.1513/annalsats.201903-254ed","title":"The Importance of Showing Our Work: Process Transparency in Dispute Resolution","year":2019,"lang":"en","type":"letter","venue":"Annals of the American Thoracic Society","topic":"Patient Dignity and Privacy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Medicine; Transparency (behavior); Process (computing); Dispute resolution; Law","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":[0.05372709,0.000601788,0.001466895,0.00129493,0.0198259,0.02165014,0.004345591,0.1323063,0.007428626],"category_scores_gemma":[0.2399601,0.001388941,0.001617533,0.001423985,0.03091287,0.02120339,0.0085196,0.1450291,0.00213484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01362944,"about_ca_system_score_gemma":0.02867197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0115164,"about_ca_topic_score_gemma":0.01855073,"domain_scores_codex":[0.9129024,0.05483686,0.007144528,0.00493793,0.01448236,0.005695861],"domain_scores_gemma":[0.6876938,0.262646,0.01404438,0.005491407,0.01613516,0.01398934],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001132847,0.0001065589,0.002692596,0.0003290705,0.0001037024,0.01062988,0.01577036,0.0003815909,0.0004575315,0.1798732,0.7596986,0.02984361],"study_design_scores_gemma":[0.0002067577,0.0001007397,0.002207332,0.002486767,0.0001077721,0.009806851,0.02242999,0.002866914,0.0007154971,0.2991484,0.6595774,0.0003455111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004963362,0.000430377,0.0003014031,0.9937363,0.001854253,0.000004738359,0.000003388762,0.000005207797,0.003168053],"genre_scores_gemma":[0.04511084,0.001136264,0.001222888,0.934056,0.0153229,0.00005662877,0.000006697775,0.00003019029,0.0030576],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9462729,"threshold_uncertainty_score":0.2841394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1858981209279917,"score_gpt":0.4243765644641854,"score_spread":0.2384784435361937,"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."}}