{"id":"W4234159970","doi":"10.21203/rs.2.19032/v2","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":true,"ca_institutions":"Canadian Red Cross Society; McMaster University","funders":"Ontario Ministry of Health and Long-Term Care; Strong; McMaster University","keywords":"Randomized controlled trial; Reproducibility; Protocol (science); Test (biology); Medical physics; Medicine; Computer science; Alternative medicine; Statistics; Surgery; Mathematics; Biology; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.09268368,0.007407129,0.01078169,0.003601062,0.00621403,0.005181701,0.004663708,0.007178041,0.08281002],"category_scores_gemma":[0.07720675,0.00381244,0.005580666,0.006314523,0.005035977,0.003947037,0.002383321,0.008424091,0.01259175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01454388,"about_ca_system_score_gemma":0.04133353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436462,"about_ca_topic_score_gemma":0.02235216,"domain_scores_codex":[0.9139972,0.05638922,0.01093921,0.005138148,0.008410681,0.005125549],"domain_scores_gemma":[0.9495737,0.01389877,0.008613293,0.008238605,0.01620691,0.003468652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7609721,0.01819796,0.002091666,0.05516233,0.003541149,0.0005666089,0.002199929,0.004080479,0.003462756,0.01485003,0.06155153,0.07332346],"study_design_scores_gemma":[0.844313,0.02713824,0.005596802,0.009816133,0.001175784,0.00008074427,0.0005118123,0.004076038,0.001822395,0.005967443,0.09927078,0.0002307845],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004587503,0.00007386586,0.0008381434,0.00005678213,0.0001117676,0.9974144,0.0005505574,0.0000457805,0.0004499934],"genre_scores_gemma":[0.0005663286,0.00002759512,0.001251469,0.00003536536,0.00000968064,0.9979108,0.00005806197,0.000002791685,0.0001378271],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09268368,"threshold_uncertainty_score":0.490164,"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."}}