{"id":"W2767572986","doi":"10.1080/0142159x.2017.1395402","title":"Incentives for recruiting trainee participants in medical education research","year":2017,"lang":"en","type":"review","venue":"Medical Teacher","topic":"Medical Education and Admissions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Incentive; Medical education; Psychology; Public relations; Medicine; Political science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.009841451,0.0003312895,0.001811197,0.0004954464,0.0002445223,0.00004482642,0.0007245062,0.001359576,0.03350244],"category_scores_gemma":[0.2896059,0.0002282818,0.0004050554,0.000371654,0.0006215106,0.00005855507,0.0001681262,0.003306309,0.0001742835],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003512576,"about_ca_system_score_gemma":0.04082524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004888525,"about_ca_topic_score_gemma":0.00002952436,"domain_scores_codex":[0.9936608,0.0009391329,0.001240133,0.0006981243,0.002508182,0.0009536289],"domain_scores_gemma":[0.9917125,0.001128529,0.0003112419,0.0008629829,0.0002413213,0.0057434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001332276,0.001231035,0.00006257865,0.006869711,0.00005057792,0.00005505405,0.0004021332,5.451531e-10,2.173983e-8,0.0003114594,0.05640216,0.934602],"study_design_scores_gemma":[0.0008246421,0.00007255519,0.00002491758,0.07172748,0.0001658199,0.00006733034,0.0003534605,0.0002020628,7.227384e-8,0.0001767787,0.9261953,0.0001895426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007455151,0.9627088,0.00002547774,0.01796483,0.00104925,0.002216631,0.000004182382,0.00005075083,0.0159055],"genre_scores_gemma":[0.0001538883,0.9599177,0.0001501767,0.0009792921,0.002928773,0.00185389,0.0002914259,0.00007582216,0.03364899],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9344124,"threshold_uncertainty_score":0.9999369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7355777416854621,"score_gpt":0.681097780572335,"score_spread":0.05447996111312703,"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."}}