{"id":"W4246821752","doi":"10.1007/s00268-007-9035-1","title":"Invited commentary","year":2007,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Vascular surgery; Abdominal surgery; Cardiothoracic surgery; Cardiac surgery; Medicine; General surgery; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.002652508,0.0001117936,0.0003786813,0.0008388627,0.0004880553,0.000004905723,0.0002916053,0.00007959768,0.0002373295],"category_scores_gemma":[0.0005608033,0.00009878783,0.0001591231,0.0006470609,0.00005970696,0.0002328188,0.0001148071,0.001227191,0.00003876519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003389821,"about_ca_system_score_gemma":0.000124326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001497805,"about_ca_topic_score_gemma":0.0003365837,"domain_scores_codex":[0.9965585,0.0007589941,0.001751381,0.00008646012,0.0003889381,0.0004557556],"domain_scores_gemma":[0.9906079,0.006781785,0.001360497,0.0004158498,0.0005418157,0.0002921285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001224848,0.00004529014,0.5119569,0.00006500779,0.00002181618,0.00002631038,0.001266406,9.871363e-7,0.00005966208,0.00002894048,0.4809289,0.005477342],"study_design_scores_gemma":[0.0004903379,0.00002320214,0.2392623,0.0008790298,0.00001758288,0.00001716891,0.005286893,0.000005323908,0.000089712,0.0004552259,0.7533425,0.0001306898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5714718,0.01113788,0.0003267356,0.4051524,0.008402488,0.0005226349,0.00001402622,0.00008754968,0.002884525],"genre_scores_gemma":[0.8778073,0.0002710659,0.001404281,0.1195501,0.0007773599,0.000005763991,0.00001166395,0.00002620104,0.0001463185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3063355,"threshold_uncertainty_score":0.5331603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.31276741989838,"score_gpt":0.4406842801483068,"score_spread":0.1279168602499268,"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."}}