{"id":"W4404376320","doi":"10.1080/0142159x.2024.2422003","title":"To use or not to use: ERIC database for medical education research","year":2024,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Medical education; MEDLINE; Data science; Psychology; Medicine; Database; Computer science; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06517883,0.002774729,0.01059455,0.04950573,0.001543323,0.0161235,0.00713926,0.007693029,0.2985436],"category_scores_gemma":[0.3557164,0.001846749,0.002920263,0.07275005,0.004362527,0.01925002,0.008480502,0.005300203,0.1219283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006073462,"about_ca_system_score_gemma":0.04390566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003729551,"about_ca_topic_score_gemma":0.002726617,"domain_scores_codex":[0.8940049,0.03026147,0.05305257,0.005949582,0.01368399,0.003047524],"domain_scores_gemma":[0.623245,0.187727,0.07803395,0.02271174,0.07559481,0.01268749],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005970745,0.0001016191,0.001175823,0.2137815,0.0004027582,0.0003888609,0.0009962165,0.0002287607,0.0005306612,0.006968997,0.6267682,0.1480595],"study_design_scores_gemma":[0.001457432,0.0001960131,0.005128034,0.154502,0.0005479637,0.0006626484,0.00105518,0.0005339461,0.0008725118,0.01058898,0.8241172,0.000337992],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.004506666,0.05295294,0.02139646,0.09256329,0.01334065,0.07127318,0.5781329,0.0119371,0.1538968],"genre_scores_gemma":[0.03857449,0.09204591,0.2052952,0.03870146,0.008750191,0.2122063,0.3370699,0.01207792,0.05527877],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9348212,"threshold_uncertainty_score":0.9987279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5786142720135153,"score_gpt":0.6740461508183133,"score_spread":0.09543187880479798,"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."}}