{"id":"W2332975285","doi":"10.1097/sga.0b013e3182075ee2","title":"It Starts With Ordinary People","year":2010,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gastroenterology; Endoscopy; Family medicine; Internal medicine; Nursing","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001067924,0.0001185487,0.000169691,0.00008291597,0.0001519026,0.00001006861,0.00008774572,0.0001530542,0.002475318],"category_scores_gemma":[0.00003202789,0.00009583398,0.00003343422,0.00007589551,0.0002960154,0.00007975013,0.00001746147,0.0003552353,0.0002701115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001346634,"about_ca_system_score_gemma":0.00002049494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001093486,"about_ca_topic_score_gemma":0.0004443845,"domain_scores_codex":[0.9991544,0.00009668818,0.0001550087,0.0002262663,0.00002872013,0.0003388956],"domain_scores_gemma":[0.9996339,0.00002675557,0.00006391899,0.0001848336,0.0000470389,0.00004357105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00356774,0.0009324164,0.4799286,0.00003390804,0.0001741171,0.00002617432,0.002612761,0.00001613066,0.4318527,0.001084429,0.05799145,0.02177954],"study_design_scores_gemma":[0.01043655,0.004605106,0.8611522,0.0002473811,0.0002347806,0.005645161,0.001560472,0.0001074252,0.009900103,0.0004780227,0.1051447,0.0004881321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803825,0.00002487527,0.00730042,0.004911434,0.002220472,0.0001152768,0.000004012169,0.00009805983,0.004942921],"genre_scores_gemma":[0.9971772,0.000002726417,0.0002993769,0.001925658,0.00005152508,0.000009291822,0.000094052,0.00001179106,0.0004283829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4219526,"threshold_uncertainty_score":0.9984366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005612749457805568,"score_gpt":0.2370318268344829,"score_spread":0.2314190773766773,"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."}}