{"id":"W4404840443","doi":"10.32920/27922149","title":"Educator's blueprint: A primer on consensus methods in medical education research","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University","funders":"","keywords":"Blueprint; Primer (cosmetics); Political science; Library science; Medical education; Engineering ethics; Sociology; Computer science; Medicine; Engineering; Art; Visual arts","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":["metaresearch"],"category_scores_codex":[0.2480149,0.002194029,0.003150764,0.007691927,0.004155277,0.01321626,0.006961636,0.02230343,0.01904071],"category_scores_gemma":[0.4222374,0.002352198,0.00338879,0.006238565,0.01594506,0.02038953,0.01549383,0.03084156,0.01764974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005891217,"about_ca_system_score_gemma":0.02254493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001152042,"about_ca_topic_score_gemma":0.001417621,"domain_scores_codex":[0.6386663,0.2945857,0.02232349,0.006994717,0.03514988,0.002279926],"domain_scores_gemma":[0.3901042,0.5164507,0.009773555,0.01461758,0.06137453,0.007679476],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006813999,0.0001113387,0.0002270608,0.005413139,0.00007630451,0.0002368006,0.007588271,0.0004341922,0.0003020427,0.09904398,0.7011191,0.1853795],"study_design_scores_gemma":[0.00006110204,0.00008081654,0.0002028094,0.01001564,0.0000209065,0.0004029661,0.00187019,0.0007400317,0.0002778481,0.08863878,0.8976103,0.00007862256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0002534026,0.02445997,0.2977514,0.5975648,0.06523655,0.00207853,0.0003914512,0.001246161,0.01101781],"genre_scores_gemma":[0.008490985,0.02910885,0.5973403,0.2943596,0.02951755,0.01391385,0.0005266085,0.002908936,0.02383334],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7519851,"threshold_uncertainty_score":0.9273314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3685177536211727,"score_gpt":0.6817133351233929,"score_spread":0.3131955815022203,"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."}}