{"id":"W3098609939","doi":"10.1111/medu.14416","title":"How do cognitive processes influence script concordance test responses?","year":2020,"lang":"en","type":"article","venue":"Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Test (biology); Cognition; Deliberation; Concordance; Comprehension; Social psychology; Cognitive psychology; Scripting language; Process (computing); Applied psychology; Developmental psychology; Computer science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0002469937,0.0001184215,0.0002383269,0.0000324927,0.00005225928,0.00005280785,0.0001058333,0.0001267821,0.0002964442],"category_scores_gemma":[0.7960297,0.00009619408,0.00003991888,0.0004302941,0.0003427027,0.0000973705,0.00003015738,0.0003313958,0.000141519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003239995,"about_ca_system_score_gemma":0.004840596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003647776,"about_ca_topic_score_gemma":0.000004963317,"domain_scores_codex":[0.9985927,0.00005099062,0.0002393734,0.0003298007,0.0005966919,0.0001904186],"domain_scores_gemma":[0.9742787,0.02252068,0.0002205198,0.0002902768,0.001268677,0.001421132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009897208,0.002640568,0.5779247,0.0006213924,0.00005203344,0.000138598,0.002806238,3.936724e-7,0.0003174327,0.000324267,0.1494887,0.264696],"study_design_scores_gemma":[0.007480755,0.004068039,0.764452,0.02835074,0.0005427338,0.0003611558,0.008236304,0.0004141219,0.00499655,0.0007179179,0.1795254,0.0008541978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7842422,0.001655638,0.0003755592,0.2117085,0.0002804338,0.0003222956,0.00001077919,0.0001028637,0.001301762],"genre_scores_gemma":[0.9402065,0.00030032,0.0002823511,0.05745918,0.000655129,0.00007551885,0.00004835736,0.00001384328,0.0009588427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7957827,"threshold_uncertainty_score":0.8587009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02433325861366146,"score_gpt":0.3671796470101572,"score_spread":0.3428463883964957,"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."}}