{"id":"W2337355331","doi":"10.1111/medu.12973","title":"Rater cognition: review and integration of research findings","year":2016,"lang":"en","type":"review","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Centennial College; Transport Canada; Université de Sherbrooke","funders":"","keywords":"Terminology; Competence (human resources); Cognition; Psychology; Judgement; Narrative; Context (archaeology); Narrative review; Metacognition; MEDLINE; Applied psychology; Epistemology; Social psychology; Psychotherapist","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":[0.02198736,0.001497601,0.005397034,0.03063506,0.0008951626,0.006235728,0.003077075,0.002913554,0.003784508],"category_scores_gemma":[0.08084645,0.001207663,0.00357408,0.02830058,0.002541552,0.006140132,0.003066933,0.001978939,0.0009463333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004599667,"about_ca_system_score_gemma":0.01099665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005206008,"about_ca_topic_score_gemma":0.007807614,"domain_scores_codex":[0.9849198,0.004296522,0.005276449,0.00176614,0.003282782,0.0004582667],"domain_scores_gemma":[0.8321561,0.138969,0.01308,0.002125375,0.01283906,0.0008304982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000187681,0.00005940169,0.002556647,0.5829585,0.002175676,0.0003377217,0.002651527,0.0001832312,0.0003085182,0.002011143,0.00541284,0.4011572],"study_design_scores_gemma":[0.00004897475,0.0002470041,0.01475697,0.8614994,0.009050305,0.001952368,0.004022225,0.0001618404,0.0004277889,0.002670628,0.1050436,0.0001189442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006523294,0.997792,0.0002494942,0.0004790145,0.0001438068,0.00004608235,0.0000897359,0.000007140665,0.000540467],"genre_scores_gemma":[0.008161475,0.990266,0.0006082855,0.0004953615,0.0001745718,0.0001062467,0.0001120916,0.000008143122,0.00006783033],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03063506,"threshold_uncertainty_score":0.1162817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1057996445030534,"score_gpt":0.5342574156620769,"score_spread":0.4284577711590235,"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."}}