{"id":"W2977428594","doi":"10.1080/0142159x.2019.1670339","title":"Patterns of performance in students with frequent low stakes team based learning assessments: Do students change behavior?","year":2019,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Innovations in Medical Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Modalities; Medical education; Psychology; Predictability; Team-based learning; Mathematics education; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001512385,0.000183516,0.0003822724,0.0002511803,0.00003295054,0.00001895377,0.0003630099,0.0001977402,0.004281111],"category_scores_gemma":[0.0002687452,0.0001387796,0.00003848636,0.0003974544,0.00007336678,0.0001328497,0.00007444906,0.001036174,0.00005256374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088189,"about_ca_system_score_gemma":0.0002209665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007680467,"about_ca_topic_score_gemma":0.00001124036,"domain_scores_codex":[0.9958122,0.0001175655,0.0005091556,0.0003294207,0.002903382,0.0003282293],"domain_scores_gemma":[0.9991606,0.00002031064,0.0001705235,0.0003578036,0.0001501169,0.0001406211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006807368,0.002832519,0.9771519,0.000263554,0.00003708681,0.00002108949,0.0009613701,0.000003259791,0.00002135678,0.000006913574,0.00006512284,0.01856777],"study_design_scores_gemma":[0.00411985,0.0008806991,0.988121,0.001891327,0.00005592282,0.000007123694,0.001408443,0.001705014,0.00005795158,5.626895e-7,0.001605476,0.0001466146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973684,0.00002808495,0.0002245545,0.0003286487,0.0002933661,0.00098921,9.770396e-7,0.0000386631,0.0007281011],"genre_scores_gemma":[0.9973436,0.00002050369,0.0003008934,0.0005579601,0.0001524861,0.0003062412,0.00008189245,0.00003499431,0.001201418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01842115,"threshold_uncertainty_score":0.9966291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03136958067513185,"score_gpt":0.3863952345405125,"score_spread":0.3550256538653807,"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."}}