{"id":"W4225490843","doi":"10.2196/34936","title":"Influence of the COVID-19 Pandemic on Clinical Trial Discontinuation in Anesthesiology: Cross-sectional Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anesthesiology; Discontinuation; Clinical trial; Pandemic; Medicine; Perioperative; Coronavirus disease 2019 (COVID-19); Intensive care medicine; Emergency medicine; Internal medicine; Surgery; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003031302,0.0001706537,0.0007657096,0.0003997872,0.0003050973,0.000006901967,0.0001958485,0.0001155853,0.0009469431],"category_scores_gemma":[0.005627103,0.0001013542,0.0002160769,0.001363314,0.0006848346,0.00005567365,0.00008410674,0.0008341824,0.0000032699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006406331,"about_ca_system_score_gemma":0.00135291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129439,"about_ca_topic_score_gemma":0.001016857,"domain_scores_codex":[0.99648,0.001093378,0.001064443,0.0004467914,0.0006801948,0.0002352176],"domain_scores_gemma":[0.9977114,0.001133888,0.000332868,0.0004282983,0.0001608081,0.0002327086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01900177,0.0003624279,0.9697272,0.00003107767,0.00009822756,0.00002247874,0.002784828,0.006938909,0.0004448697,0.000163085,0.00009698036,0.0003281838],"study_design_scores_gemma":[0.02759795,0.006315961,0.9603863,0.00002659335,0.00009591698,0.00002999571,0.0003733303,0.0002296219,0.000006629872,0.00002450368,0.004827604,0.00008555537],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858148,0.0000853239,0.00001561741,0.01215335,0.000210041,0.001566527,0.0000230021,0.00002435985,0.0001070559],"genre_scores_gemma":[0.9809714,0.00003339955,0.000006073048,0.01766575,0.0003507352,0.0003191052,0.00006045795,0.00001034715,0.0005827476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009340833,"threshold_uncertainty_score":0.9999663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2495210801452865,"score_gpt":0.5423404513616277,"score_spread":0.2928193712163412,"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."}}