{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.283353,0.0001024544,0.000384702,0.00116707,0.0004079568,0.00009398069,0.0002941512,0.000134706,0.0002428493],"category_scores_gemma":[0.01453872,0.00007567328,0.0001753079,0.002486183,0.002046845,0.0004703305,0.0001028879,0.0008479874,0.0001815904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006140267,"about_ca_system_score_gemma":0.0007679843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870862,"about_ca_topic_score_gemma":0.0006201523,"domain_scores_codex":[0.7404096,0.2559716,0.0004981104,0.0003325189,0.00178786,0.001000345],"domain_scores_gemma":[0.9323828,0.06677711,0.00004437997,0.0001922163,0.0004936323,0.0001098489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.1524813,0.001630305,0.004003685,0.00009764669,0.0002369972,0.00002841791,0.7461978,0.00004189303,0.003646723,0.04733414,0.002542827,0.04175828],"study_design_scores_gemma":[0.02808637,0.002445386,0.8559932,0.0009455482,0.000006963662,3.334269e-7,0.06128183,0.001937685,0.02098609,0.02647386,0.001444259,0.000398547],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786856,0.0003757275,0.0001436432,0.0003464112,0.0001350082,0.001154946,0.00001419065,0.00002730164,0.01911722],"genre_scores_gemma":[0.9987156,0.0001938819,0.00002878607,0.000004558851,0.00007994627,0.0005933141,0.000008353491,0.00001035139,0.0003652057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8519894,"threshold_uncertainty_score":0.9937623,"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."}}