{"id":"W2260155891","doi":"","title":"Assessment of communication skills in family medicine","year":2015,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Summative assessment; Objective structured clinical examination; Formative assessment; Interview; Communication skills; Medicine; Medical education; Family medicine; Affect (linguistics); Curriculum; Psychology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.001762363,0.0001273233,0.0003141355,0.0002647854,0.00002346689,0.000006076126,0.000229798,0.00007145694,0.00007266623],"category_scores_gemma":[0.002630307,0.0001065831,0.00002581066,0.001184124,0.0002187137,0.00009931039,0.00006114076,0.0003870893,0.00001466451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003827209,"about_ca_system_score_gemma":0.0004176856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000882629,"about_ca_topic_score_gemma":0.000005508623,"domain_scores_codex":[0.9979475,0.0001834671,0.0006551386,0.0002052422,0.0006024035,0.0004062168],"domain_scores_gemma":[0.9984105,0.00006113572,0.0002004331,0.0006655352,0.0004614411,0.0002009707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009191576,0.002311883,0.7807621,0.0001680617,0.00007946641,0.0000345391,0.01477464,0.00008505064,0.002342056,0.01278821,0.07021272,0.1163493],"study_design_scores_gemma":[0.002074597,0.0001117623,0.9371469,0.0002386787,0.00003563112,0.00001150593,0.0007776343,0.000238182,0.0002262588,0.0001838951,0.05886837,0.00008659686],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9268898,0.0004533098,0.000507121,0.007355436,0.0007146676,0.0006659357,0.000001992668,0.0000474837,0.06336423],"genre_scores_gemma":[0.9895553,0.00032283,0.007465348,0.001390413,0.0001996276,0.00006249649,0.0001106689,0.0000252595,0.0008680649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1563848,"threshold_uncertainty_score":0.4346334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03697177001814689,"score_gpt":0.3350830439991183,"score_spread":0.2981112739809714,"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."}}