{"id":"W4392712387","doi":"10.2196/54343","title":"Impact of Incentives on Physician Participation in Research Surveys: Randomized Experiment","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health","keywords":"Incentive; Randomized controlled trial; Psychology; Randomized experiment; Family medicine; Medicine; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.08754689,0.002158633,0.002053373,0.001281453,0.001664723,0.002266919,0.002373385,0.004863509,0.0104745],"category_scores_gemma":[0.1302086,0.001709359,0.002709634,0.001111142,0.004449501,0.003185512,0.002405698,0.004337342,0.001142715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002345584,"about_ca_system_score_gemma":0.006637996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007355571,"about_ca_topic_score_gemma":0.0006422716,"domain_scores_codex":[0.8513444,0.1271159,0.007025396,0.005533161,0.005115093,0.003866063],"domain_scores_gemma":[0.7474262,0.202349,0.02736577,0.01415128,0.00394337,0.004764436],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7120096,0.2024977,0.012067,0.001886563,0.001376463,0.000136163,0.001525026,0.006071638,0.00343809,0.004705728,0.001880587,0.05240543],"study_design_scores_gemma":[0.5199195,0.4364274,0.008731541,0.0003576911,0.001102417,0.00007725992,0.0003359212,0.01706283,0.004673542,0.007550821,0.003599968,0.000161137],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8507338,0.0004578208,0.01881879,0.001603101,0.001269961,0.1207194,0.0009565448,0.0003722094,0.00506839],"genre_scores_gemma":[0.7514631,0.0002187471,0.04620576,0.00180521,0.0006396506,0.1977858,0.0001928214,0.0000517419,0.001637236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9124531,"threshold_uncertainty_score":0.4629977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5749587185009342,"score_gpt":0.6784934673022776,"score_spread":0.1035347488013434,"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."}}