{"id":"W4402232403","doi":"10.1016/s1569-1993(24)01660-6","title":"822 Inclusion of community reviewers in the peer review process: Cystic Fibrosis Canada's experience","year":2024,"lang":"en","type":"article","venue":"Journal of Cystic Fibrosis","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cystic fibrosis; Medicine; Inclusion (mineral); Peer review; Process (computing); Internal medicine; Social science; Sociology; Computer science; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1092719,0.0007643641,0.0009833126,0.002946468,0.04405038,0.01458524,0.004038241,0.008847468,0.009571195],"category_scores_gemma":[0.2059813,0.001414229,0.0008393388,0.004092564,0.0120364,0.004591187,0.01061297,0.006922518,0.0008209904],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06892022,"about_ca_system_score_gemma":0.3748538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9177635,"about_ca_topic_score_gemma":0.9655665,"domain_scores_codex":[0.8713898,0.06962656,0.005201403,0.004689086,0.03562664,0.01346658],"domain_scores_gemma":[0.5604742,0.1081574,0.01315109,0.004452641,0.1731518,0.140613],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001327562,0.000931326,0.07538278,0.002228921,0.0001581869,0.009714219,0.6482239,0.0007213671,0.003101218,0.006264331,0.1107943,0.1411519],"study_design_scores_gemma":[0.0002237581,0.0009252298,0.06452771,0.00185784,0.000091456,0.002622531,0.5619566,0.0009243214,0.0008571132,0.001273545,0.3642358,0.0005041173],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6588492,0.0116345,0.004776678,0.241073,0.004542485,0.002766993,0.0003391492,0.0002442434,0.07577377],"genre_scores_gemma":[0.9537946,0.004189679,0.003927678,0.01272069,0.0003651229,0.0003164332,0.00009016919,0.0001339681,0.02446168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9310798,"threshold_uncertainty_score":0.5778918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07868051735281338,"score_gpt":0.4398683978180959,"score_spread":0.3611878804652826,"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."}}