{"id":"W2414440217","doi":"10.1097/sga.0b013e31827a8b79","title":"ARE YOU FIT FOR RESEARCH?","year":2012,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastroenterology; Internal medicine; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628069,0.0001269371,0.0002701705,0.0002307262,0.001011038,0.000006680717,0.0001656666,0.000203308,0.0001697633],"category_scores_gemma":[0.0003050567,0.0001201429,0.00009074743,0.0001353542,0.0001940901,0.000125582,0.00004395806,0.000614572,0.000189974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000290835,"about_ca_system_score_gemma":0.00003629273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206095,"about_ca_topic_score_gemma":0.00002839497,"domain_scores_codex":[0.9968084,0.0006680356,0.0003150391,0.0002344184,0.0001763103,0.001797791],"domain_scores_gemma":[0.9986695,0.0003776586,0.0001924998,0.0002888041,0.0002319289,0.0002396207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009445808,0.0002488159,0.4459071,0.00008731295,0.00002766022,0.000001733027,0.01010371,0.000001284911,0.0003154459,0.0004199134,0.5370994,0.00484305],"study_design_scores_gemma":[0.002992033,0.0007648536,0.8292295,0.0006451042,0.00009204866,0.00003141143,0.0409623,0.00003644987,0.00006912323,0.002181358,0.1228149,0.0001808955],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724768,0.0004691512,0.002517343,0.01477279,0.006546525,0.0008251665,0.00003097163,0.0001203612,0.002240877],"genre_scores_gemma":[0.9941254,0.000007642096,0.001385085,0.0006579094,0.002237306,0.000169152,0.00002091976,0.00003456531,0.001362024],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4142845,"threshold_uncertainty_score":0.7776191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2399652630799464,"score_gpt":0.5110072057500941,"score_spread":0.2710419426701477,"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."}}