{"id":"W2510890905","doi":"10.1080/0142159x.2016.1210784","title":"Longitudinal assessment of procedural skills","year":2016,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medical education; Queen (butterfly); Psychology; Medicine","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":[0.00393171,0.0002280935,0.0002581329,0.00129473,0.001208825,0.0009913519,0.0005125299,0.0008287295,0.001388173],"category_scores_gemma":[0.007681459,0.0002844821,0.0004728326,0.0007628443,0.0002868899,0.0009792406,0.0008743931,0.00152809,0.001424608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001032626,"about_ca_system_score_gemma":0.001942248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03844419,"about_ca_topic_score_gemma":0.03745643,"domain_scores_codex":[0.9988856,0.0002884318,0.00008653376,0.0001794533,0.0003395881,0.0002204261],"domain_scores_gemma":[0.9916957,0.0005934914,0.001344281,0.0005305593,0.004117267,0.001718808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003019958,0.0004933096,0.9855488,0.0000238417,0.00006726526,0.00008199022,0.000403505,0.00006119609,0.0002934976,0.00007620488,0.00122733,0.01142113],"study_design_scores_gemma":[0.00001095511,0.000647352,0.9964707,0.00002689181,0.00003233296,0.0001480935,0.0002645726,0.0001183496,0.0001891524,0.00006718354,0.002009929,0.00001452521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899499,0.001149939,0.0007957926,0.0004687859,0.00009139922,0.0001368291,0.003301746,0.00005720179,0.004048332],"genre_scores_gemma":[0.9902249,0.0006281242,0.0007344766,0.0002051052,0.00003613988,0.0001640342,0.003649929,0.00001556901,0.004341826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03844419,"threshold_uncertainty_score":0.07644087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01999716743292181,"score_gpt":0.3857514762661581,"score_spread":0.3657543088332363,"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."}}