{"id":"W2316039292","doi":"10.1037/a0033073","title":"Assessing psychologists in practice: Lessons from the health professions using multisource feedback.","year":2013,"lang":"en","type":"article","venue":"Professional Psychology Research and Practice","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Health professions; Psychology; Medical education; Applied psychology; Medicine; Political science; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01056174,0.0001860341,0.0003087296,0.0003184019,0.001127949,0.0001425443,0.000296125,0.0003503909,0.0004046043],"category_scores_gemma":[0.03324787,0.0001229577,0.00002954544,0.001403165,0.0008626347,0.001397217,0.0002194292,0.003982163,0.0001890922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062175,"about_ca_system_score_gemma":0.001009345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001658254,"about_ca_topic_score_gemma":0.00002693581,"domain_scores_codex":[0.9923435,0.004582689,0.0006612372,0.0006821855,0.0009383876,0.0007919375],"domain_scores_gemma":[0.9877585,0.009596132,0.0003901995,0.0007011309,0.001318126,0.0002359172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003830932,0.01027106,0.06961329,0.0001784881,0.0002989517,0.0001683437,0.013322,0.000002821352,0.01069821,0.005053236,0.4145511,0.4720115],"study_design_scores_gemma":[0.003431701,0.0005764621,0.7901354,0.00128167,0.00004523135,0.001200809,0.08073116,0.0008237729,0.00001454001,0.007234407,0.1142663,0.000258629],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3569146,0.001335855,0.0005992848,0.6336733,0.0008855023,0.001359575,0.000003694278,0.00002954775,0.005198638],"genre_scores_gemma":[0.8584573,0.0007593051,0.07270005,0.06595316,0.0006515143,0.0004138537,0.00009714241,0.00004318563,0.0009245059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.720522,"threshold_uncertainty_score":0.9983157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4080027268996677,"score_gpt":0.6740326440562312,"score_spread":0.2660299171565635,"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."}}