{"id":"W1979265498","doi":"10.1111/j.1537-2995.2007.01540.x","title":"The consensus development process in transfusion medicine: does it add value?","year":2007,"lang":"en","type":"letter","venue":"Transfusion","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Transfusion medicine; Psychological intervention; Reimbursement; Medicine; Delphi method; Health care; Business; Risk analysis (engineering); Public relations; Political science; Blood transfusion; Economic growth; Nursing; Computer science; Immunology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.705927,0.00246588,0.006865982,0.01619205,0.01551765,0.04193163,0.01457006,0.02733891,0.01022253],"category_scores_gemma":[0.7537397,0.003131656,0.005325823,0.01427747,0.05319474,0.06124708,0.04324717,0.03767708,0.004524186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03179922,"about_ca_system_score_gemma":0.1312146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007648197,"about_ca_topic_score_gemma":0.006337444,"domain_scores_codex":[0.1785162,0.7365685,0.01953903,0.007559321,0.05056102,0.007256041],"domain_scores_gemma":[0.1256564,0.6701567,0.01950087,0.04092713,0.1145306,0.02922833],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004034733,0.0005626885,0.003165875,0.01164444,0.0008470757,0.0006877219,0.1074057,0.001389125,0.0002459361,0.1599321,0.1596484,0.5540674],"study_design_scores_gemma":[0.00104437,0.001186495,0.003391213,0.05167882,0.0004163277,0.0008214701,0.09098198,0.004034512,0.0005874475,0.5932052,0.2519721,0.0006801256],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004178333,0.02101014,0.03969506,0.9061769,0.0125699,0.001880448,0.00008278561,0.0003323703,0.01407416],"genre_scores_gemma":[0.3443027,0.04728048,0.3263727,0.2405488,0.02052151,0.01389482,0.0005382613,0.000839173,0.005701491],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.294073,"threshold_uncertainty_score":0.3626445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08068260610745963,"score_gpt":0.4224034485316683,"score_spread":0.3417208424242087,"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."}}