{"id":"W4383101896","doi":"10.9778/cmajo.20220129","title":"Time required to initiate a clinical trial in Canada at the onset of the COVID-19 pandemic: an observational research-in-motion study","year":2023,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Institute for Work & Health; William Osler Health System; Niagara Health System; Health Sciences Centre; Canadian Armed Forces; University of Toronto; University of British Columbia; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Interquartile range; Receipt; Randomized controlled trial; Medicine; Protocol (science); Timeline; Observational study; Coronavirus disease 2019 (COVID-19); Research ethics; Pandemic; Clinical trial; Ethics committee; Family medicine; Internal medicine; Business; Geography; Alternative medicine; Pathology; Political science; Accounting","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06661093,0.00009172045,0.0004126437,0.0001308273,0.0001885796,0.0000367482,0.001406534,0.0001729267,0.0003514579],"category_scores_gemma":[0.1158753,0.00005545183,0.00006020262,0.001678782,0.0004202703,0.00008801556,0.002238493,0.001921742,0.0001199687],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001339253,"about_ca_system_score_gemma":0.01449928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7727816,"about_ca_topic_score_gemma":0.9894043,"domain_scores_codex":[0.9904841,0.005028855,0.001235187,0.0005433149,0.002256688,0.0004518535],"domain_scores_gemma":[0.9562902,0.04152929,0.000135834,0.0012517,0.0004103376,0.00038268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0183867,0.0004688364,0.967721,0.00003113264,0.00002818961,0.0001146835,0.0011222,0.0001047258,0.00003476029,0.000209297,0.01084602,0.0009324909],"study_design_scores_gemma":[0.02336834,0.001351243,0.9605271,0.000136163,0.00001098242,0.000004072307,0.001792578,0.0003797219,0.000007553292,0.009945766,0.002398637,0.00007784524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9481008,0.000005039232,9.022939e-7,0.04585731,0.0002232873,0.005077586,0.00006053374,0.000009299521,0.0006652037],"genre_scores_gemma":[0.9911916,0.00002854069,0.00001864098,0.004747053,0.0001439032,0.0003203658,0.0000522538,0.00001776797,0.003479823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2166228,"threshold_uncertainty_score":0.9910876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9546862134696403,"score_gpt":0.7261248858251057,"score_spread":0.2285613276445346,"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."}}