{"id":"W4220768993","doi":"10.1186/s12909-022-03207-y","title":"Research experiences for Canadian aspiring physicians: a descriptive analysis of medical school admission policies concerning research involvement in Canada","year":2022,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medical education; Medical school; Institution; Selection (genetic algorithm); Qualitative research; Concordance; Medical research; Descriptive research; Descriptive statistics; Medicine; Psychology; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006906285,0.0001185117,0.0004216102,0.001822038,0.0006057036,0.00002028472,0.0005371482,0.000118084,0.03680142],"category_scores_gemma":[0.07098979,0.0001074711,0.00009488196,0.004042038,0.0002974735,0.00006049075,0.0001650659,0.0012418,0.000002649397],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004560087,"about_ca_system_score_gemma":0.3993721,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9861463,"about_ca_topic_score_gemma":0.9880624,"domain_scores_codex":[0.9916389,0.0009238209,0.0006697384,0.0004336238,0.005620879,0.0007130593],"domain_scores_gemma":[0.9908476,0.001736261,0.0001281147,0.0004136758,0.0007691002,0.006105222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005033854,0.003712527,0.2219881,0.001020908,0.0005281806,0.00005025573,0.1472572,0.000243218,0.0003940577,0.008242052,0.5366935,0.07936665],"study_design_scores_gemma":[0.0008952243,0.0002569556,0.03625114,0.001034668,0.00008538159,0.000005571349,0.8662353,0.02005848,0.0001946015,0.0001224286,0.07470258,0.0001576611],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522778,0.000768144,0.00006923914,0.04410646,0.0007200822,0.0008567591,0.00001394602,0.000009578461,0.001178015],"genre_scores_gemma":[0.9917126,0.00008019986,0.0002764484,0.004863327,0.0003074642,0.001727708,0.0001939656,0.00001515284,0.0008231187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7189781,"threshold_uncertainty_score":0.9992613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2248359813762978,"score_gpt":0.4935634249635797,"score_spread":0.268727443587282,"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."}}