{"id":"W2083149881","doi":"10.1186/1745-6215-14-s1-o85","title":"Tailoring study design to each stage of surgical innovation: the ideal recommendations","year":2013,"lang":"en","type":"article","venue":"Trials","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transparency (behavior); Randomized controlled trial; Medicine; Observational study; Ideal (ethics); Quality (philosophy); Process management; Intervention (counseling); Management science; Computer science; Nursing; Surgery; Engineering","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6661546,0.005135343,0.00946,0.008743793,0.004464313,0.01356543,0.0113322,0.03889493,0.008643075],"category_scores_gemma":[0.8238979,0.004575755,0.01223382,0.007585579,0.02060652,0.02792431,0.01312787,0.03933346,0.009061654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01137795,"about_ca_system_score_gemma":0.06579994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004595399,"about_ca_topic_score_gemma":0.008280271,"domain_scores_codex":[0.2513326,0.615372,0.07891391,0.01053139,0.0396173,0.004232817],"domain_scores_gemma":[0.09768456,0.7022395,0.03316608,0.056605,0.09471168,0.01559317],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.005058211,0.001123304,0.005495163,0.05993323,0.003211017,0.0004768233,0.004195221,0.004262182,0.000799389,0.06865455,0.3080781,0.5387128],"study_design_scores_gemma":[0.01374412,0.002271209,0.006252325,0.1943909,0.005776838,0.0007189909,0.003483172,0.009902346,0.001891745,0.3513622,0.409143,0.001063138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.002216804,0.04197315,0.1514905,0.7258716,0.04685045,0.02186342,0.001101343,0.001385263,0.007247412],"genre_scores_gemma":[0.01583902,0.01492179,0.7174747,0.1946728,0.01683723,0.03680189,0.0005917007,0.0003966844,0.002464203],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3338454,"threshold_uncertainty_score":0.4116908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2455524714262507,"score_gpt":0.4239960697442138,"score_spread":0.1784435983179631,"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."}}