{"id":"W4385665437","doi":"10.36834/cmej.76255","title":"A brief report of aspiring medical student perceptions and behaviours concerning research experiences for selection into Canadian medical schools","year":2023,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University Medical Centre; McMaster University; University of Toronto","funders":"","keywords":"Medical education; Perception; Medical school; Presentation (obstetrics); Selection (genetic algorithm); Psychology; Medical research; Medicine; Family medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004761168,0.0002687458,0.0005583738,0.002472126,0.007455112,0.003622703,0.0009380097,0.000882923,0.002782523],"category_scores_gemma":[0.01145622,0.0003378982,0.000545652,0.003752858,0.001975292,0.000713927,0.002688983,0.001882299,0.0004193714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01351613,"about_ca_system_score_gemma":0.02702715,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5904874,"about_ca_topic_score_gemma":0.757929,"domain_scores_codex":[0.996228,0.0005608381,0.000275407,0.0001898038,0.001706817,0.001039154],"domain_scores_gemma":[0.9800581,0.002243873,0.003695583,0.0003840519,0.006102325,0.007516038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001987116,0.0003666932,0.7373517,0.0003522239,0.00003798667,0.0006716128,0.2180497,0.00005369301,0.00173006,0.0003544171,0.006118916,0.03471436],"study_design_scores_gemma":[0.000008002727,0.0002838338,0.6975809,0.0001301654,0.00001952912,0.000254245,0.2901067,0.00007403809,0.0002036581,0.00004961962,0.01122149,0.00006779715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954313,0.0003042811,0.0000679509,0.001270839,0.00003138824,0.0001038496,0.0002934733,0.000009047315,0.002487808],"genre_scores_gemma":[0.9944945,0.0009361581,0.0003576438,0.0009430052,0.00003176679,0.0001035428,0.0003204969,0.000005860741,0.002806999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4095126,"threshold_uncertainty_score":0.8238487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07693995010771217,"score_gpt":0.4919241153122094,"score_spread":0.4149841652044972,"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."}}