{"id":"W2410158093","doi":"10.1097/sga.0000000000000118","title":"INJECTABLE DRUG SUPPLY DISRUPTION UPDATE","year":2015,"lang":"en","type":"article","venue":"Gastroenterology Nursing","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Endoscopy; Gastroenterology; General surgery; Internal 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003257792,0.00022808,0.0004068839,0.0001927975,0.000609396,0.00001908461,0.0002796408,0.0002269245,0.0002581096],"category_scores_gemma":[0.0006039207,0.0002267327,0.00006032801,0.0001713493,0.00022494,0.0006233246,0.000114375,0.00126802,0.001342148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007354918,"about_ca_system_score_gemma":0.0003384945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005840619,"about_ca_topic_score_gemma":0.0008808356,"domain_scores_codex":[0.9928147,0.004305063,0.0007645309,0.0004726506,0.0003263459,0.001316661],"domain_scores_gemma":[0.9978936,0.0002809158,0.0004574576,0.0005062181,0.0003162628,0.0005455245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001134508,0.0002088841,0.9005557,0.00008769398,0.00002785891,0.00002009017,0.01083468,0.00001645859,0.0001706653,0.0008383145,0.08171921,0.004385991],"study_design_scores_gemma":[0.01191995,0.002085054,0.771221,0.002103656,0.0002898215,0.0003093463,0.06369677,0.001392515,0.0001282639,0.01530506,0.1307186,0.00082997],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263355,0.0001872091,0.002281984,0.06330702,0.003967983,0.000596429,0.00002577973,0.0002554222,0.00304268],"genre_scores_gemma":[0.9806895,0.0000330293,0.002355756,0.01530599,0.0007177184,0.00008524711,0.0000942675,0.00004740425,0.0006710672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1293347,"threshold_uncertainty_score":0.9994354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3770022065641596,"score_gpt":0.5089242329632304,"score_spread":0.1319220263990708,"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."}}