{"id":"W2209647186","doi":"10.1016/j.jamcollsurg.2015.07.096","title":"Novel Approach to Stratifying Learning Potential of Technical Skills in Novice Trainees before Entry into Surgical Training","year":2015,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Medical education; Training (meteorology)","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":[],"consensus_categories":[],"category_scores_codex":[0.004224667,0.00075099,0.0009994903,0.003858192,0.0005953441,0.002163979,0.001000629,0.0009490634,0.007356592],"category_scores_gemma":[0.01411521,0.0002613041,0.0009493622,0.001508272,0.0003349756,0.001216478,0.001498371,0.001379764,0.001767099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007617068,"about_ca_system_score_gemma":0.00243709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003834693,"about_ca_topic_score_gemma":0.006801106,"domain_scores_codex":[0.9980091,0.0005908697,0.0002492714,0.0004279632,0.0004932445,0.0002295954],"domain_scores_gemma":[0.9940302,0.002596324,0.0007131381,0.0004656808,0.0014498,0.0007447934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003029782,0.0009028636,0.7635304,0.0002726692,0.0002916159,0.0002134047,0.0005703822,0.001496933,0.005508092,0.001672833,0.007107836,0.2154032],"study_design_scores_gemma":[0.0007347418,0.005259606,0.9028345,0.0004939188,0.0008166465,0.001854326,0.002149466,0.05123425,0.007587247,0.01117254,0.01560966,0.000253084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821298,0.003354691,0.08320247,0.00396583,0.001057714,0.001684138,0.006903538,0.000716138,0.01698562],"genre_scores_gemma":[0.9299653,0.0008040778,0.06069431,0.0006749919,0.0004852316,0.0009175372,0.002572259,0.00006077656,0.003825546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007356592,"threshold_uncertainty_score":0.02461022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0614529212759438,"score_gpt":0.4225660575480453,"score_spread":0.3611131362721015,"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."}}