{"id":"W4256400910","doi":"10.21203/rs.2.19032/v3","title":"Health TAPESTRY Ontario: Protocol for a Randomized Controlled Trial to Test Reproducibility and Implementation","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Red Cross Society; McMaster University","funders":"Ontario Ministry of Health and Long-Term Care; Strong; McMaster University","keywords":"Reproducibility; Protocol (science); Randomized controlled trial; Test (biology); Computer science; Medicine; Statistics; Mathematics; Alternative medicine; Internal medicine; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.1123161,0.006564598,0.008393298,0.005324255,0.00677445,0.005088284,0.003220408,0.009001901,0.1160824],"category_scores_gemma":[0.1164294,0.004964567,0.005150155,0.006634067,0.007383569,0.003500661,0.003030286,0.008558311,0.02229542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01693081,"about_ca_system_score_gemma":0.05054222,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02692147,"about_ca_topic_score_gemma":0.03787076,"domain_scores_codex":[0.8941732,0.06764519,0.01612405,0.005150665,0.0109718,0.005935167],"domain_scores_gemma":[0.9232538,0.02982252,0.01021415,0.01485526,0.01746886,0.004385398],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6236032,0.0134849,0.002328862,0.03394284,0.002902695,0.0003976628,0.003207329,0.006168448,0.002282327,0.02869105,0.1688927,0.1140979],"study_design_scores_gemma":[0.8308049,0.01363467,0.004714929,0.005641945,0.0009493007,0.00006615351,0.0003786862,0.003926529,0.001427914,0.01188886,0.1262624,0.0003036755],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001097641,0.0001291402,0.003104944,0.0002212777,0.0003668638,0.9902741,0.002801605,0.0001917014,0.001812784],"genre_scores_gemma":[0.001116276,0.00003154005,0.00342429,0.00008217265,0.00002493384,0.994534,0.0001805659,0.00001341668,0.0005927681],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9730785,"threshold_uncertainty_score":0.5939916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5555142760129552,"score_gpt":0.6044725415770051,"score_spread":0.04895826556404992,"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."}}