{"id":"W4400068610","doi":"10.1097/js9.0000000000001859","title":"Quality in clinical research: an observational study of randomisation techniques in urological and general surgical studies","year":2024,"lang":"en","type":"article","venue":"International Journal of Surgery","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Observational study; General surgery; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","metaepi_broad"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2464731,0.0004836951,0.002082056,0.003942803,0.00230231,0.003184396,0.002303355,0.002902904,0.007999562],"category_scores_gemma":[0.6587416,0.001293088,0.004586467,0.008753216,0.002962789,0.004585714,0.003142961,0.0029091,0.0007509706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003627592,"about_ca_system_score_gemma":0.007688378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004899553,"about_ca_topic_score_gemma":0.00498049,"domain_scores_codex":[0.4958433,0.3970678,0.07435589,0.0105514,0.01935791,0.002823737],"domain_scores_gemma":[0.1556832,0.665886,0.1224822,0.03903091,0.01302536,0.003892362],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03559432,0.001490167,0.8912038,0.005928291,0.006699864,0.000203261,0.008036694,0.0006125746,0.0003732645,0.002932592,0.005219763,0.04170537],"study_design_scores_gemma":[0.01902583,0.01069435,0.9351037,0.004289704,0.007300106,0.0006362604,0.003721105,0.003099258,0.0007203328,0.005662726,0.00932452,0.0004222069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055916,0.02584546,0.03026607,0.006339677,0.0007430876,0.01645891,0.01035992,0.0001471482,0.004248175],"genre_scores_gemma":[0.9687967,0.002008699,0.01326908,0.001168077,0.0002409871,0.01115929,0.002552871,0.00009165236,0.0007125234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.997918,"threshold_uncertainty_score":0.9292328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9426166604780425,"score_gpt":0.6736788051750779,"score_spread":0.2689378553029645,"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."}}