{"id":"W2089268300","doi":"10.1186/cc6752","title":"Multidisciplinary educational needs assessment of critical care in community hospitals","year":2008,"lang":"en","type":"article","venue":"Critical Care","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Axdev Group (Canada)","funders":"Instituto de Salud Carlos III; Fundação de Amparo à Pesquisa do Estado de São Paulo; Deutscher Akademischer Austauschdienst; Intensive Care Foundation","keywords":"Medicine; Multidisciplinary approach","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003829255,0.0002156877,0.0001685174,0.001642938,0.00217262,0.0009400549,0.0006325087,0.0004357429,0.001256275],"category_scores_gemma":[0.01273005,0.0002022441,0.0001849208,0.0007951967,0.0005980004,0.0009395772,0.001820074,0.0003817409,0.0001161271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01071419,"about_ca_system_score_gemma":0.0235149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1286368,"about_ca_topic_score_gemma":0.3313713,"domain_scores_codex":[0.9978523,0.0009465417,0.0001307877,0.00007193101,0.0005897504,0.0004087387],"domain_scores_gemma":[0.9946299,0.0008652688,0.0008431485,0.0001166894,0.002183191,0.00136183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003204106,0.001452682,0.7539927,0.0004491109,0.00002781137,0.0005706089,0.06383412,0.0007178938,0.001503592,0.001193347,0.003690324,0.1722473],"study_design_scores_gemma":[0.00005987537,0.0008175478,0.8422253,0.0003225191,0.00001739098,0.0003160039,0.1460854,0.002327015,0.0009133065,0.001117336,0.005752881,0.00004539081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954885,0.00009037525,0.0003163748,0.0009098341,0.000005959893,0.0002968631,0.00005142698,0.000005795614,0.00283494],"genre_scores_gemma":[0.9968733,0.0001220149,0.002010602,0.00008038981,0.000003659764,0.0002950535,0.00006236042,0.000001222904,0.0005513876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1286368,"threshold_uncertainty_score":0.255776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03836205200145793,"score_gpt":0.4458430315091358,"score_spread":0.4074809795076779,"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."}}