{"id":"W2950552474","doi":"10.1053/j.gastro.2019.02.050","title":"Improving Clinical Trial Efficiency in Gastroenterology","year":2019,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Robarts Clinical Trials; University of Calgary","funders":"Canadian Institutes of Health Research; Canadian Association of Gastroenterology","keywords":"Medicine; Internal medicine; Gastroenterology; Clinical trial; Medical physics","routes":{"ca_aff":true,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.09872755,0.0009182605,0.002489789,0.002334359,0.004356105,0.01370145,0.003135609,0.0863235,0.01093825],"category_scores_gemma":[0.392028,0.001134478,0.001773386,0.002194796,0.01316161,0.01027596,0.006836224,0.04241532,0.004761279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01413893,"about_ca_system_score_gemma":0.02150995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008746968,"about_ca_topic_score_gemma":0.01676385,"domain_scores_codex":[0.9089689,0.06156091,0.007099206,0.003806389,0.01338127,0.005183434],"domain_scores_gemma":[0.571138,0.3504023,0.01658865,0.01045888,0.02738036,0.02403185],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002265346,0.00005671947,0.001647649,0.0001826238,0.00007696652,0.0002996545,0.0001770371,0.0003277252,0.0001098422,0.02562585,0.9396778,0.03159164],"study_design_scores_gemma":[0.001525347,0.0003083405,0.009625167,0.002197295,0.0001804778,0.0007975899,0.0005660883,0.004377211,0.0004324609,0.1621813,0.8176073,0.0002013508],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002282752,0.001259845,0.0002281201,0.9926181,0.002582794,0.00001290042,0.00001891697,0.00001574194,0.003035287],"genre_scores_gemma":[0.008242751,0.0008736876,0.0006441603,0.9594827,0.02766847,0.00005643881,0.0000209042,0.0000322715,0.002978573],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9012725,"threshold_uncertainty_score":0.5221274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3050823113602111,"score_gpt":0.433651155944451,"score_spread":0.1285688445842399,"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."}}