{"id":"W3155244315","doi":"10.2196/23235","title":"Individual and Institutional Factors Preventing Completion of Research by Medical Graduate Students at Cairo University: Questionnaire Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Graduation (instrument); Publishing; Medical education; Medicine; Health care; Family medicine; Psychology; Political science","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":[0.005523442,0.0001708418,0.0003539754,0.001505088,0.0009002738,0.0008692548,0.0005757767,0.0006437282,0.002586768],"category_scores_gemma":[0.01657579,0.0002544262,0.000420804,0.001592177,0.000560803,0.0007978357,0.0008654395,0.0006724448,0.0003060373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287046,"about_ca_system_score_gemma":0.002482391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004359395,"about_ca_topic_score_gemma":0.006169495,"domain_scores_codex":[0.9977102,0.0006944779,0.0004250063,0.0001647593,0.0005307909,0.0004747975],"domain_scores_gemma":[0.9814855,0.006554634,0.006491529,0.0003702651,0.00220365,0.00289437],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006807688,0.0003294997,0.9814935,0.000164081,0.00002325313,0.0001996655,0.009091677,0.00003436859,0.0003564605,0.0000410823,0.0004875945,0.007710698],"study_design_scores_gemma":[0.00001338527,0.0006435823,0.9752313,0.000077513,0.00001681222,0.0002504569,0.02204883,0.0001465058,0.0001306545,0.00001768616,0.001407811,0.00001529712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999305,0.00009533987,0.00004041204,0.0001592234,0.000003686561,0.00006585076,0.00006924484,0.000002193167,0.0002589309],"genre_scores_gemma":[0.9988331,0.0002629234,0.0002944942,0.0001334336,0.00001172067,0.0001074755,0.00008107392,0.000001794733,0.0002740923],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9944766,"threshold_uncertainty_score":0.0292111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2088519118908591,"score_gpt":0.5293421386597879,"score_spread":0.3204902267689288,"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."}}