{"id":"W2170506800","doi":"10.1186/1748-5908-8-94","title":"Strategies to assess the validity of recommendations: a study protocol","year":2013,"lang":"en","type":"article","venue":"Implementation Science","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Instituto de Salud Carlos III; Universitat Autònoma de Barcelona","keywords":"Protocol (science); Medicine; Health administration; Health services research; External validity; Health informatics; Identification (biology); MEDLINE; Data science; Computer science; Information retrieval; Data mining; Alternative medicine; Public health; Psychology; Nursing; Pathology","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":[0.2893837,0.00531158,0.00912967,0.009237572,0.006000591,0.007026243,0.00598077,0.01153102,0.06684525],"category_scores_gemma":[0.3387223,0.00655662,0.01117255,0.009287978,0.005529718,0.009209313,0.007894207,0.01050704,0.01982182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01616139,"about_ca_system_score_gemma":0.07173317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004340715,"about_ca_topic_score_gemma":0.005324916,"domain_scores_codex":[0.7168123,0.1858504,0.06513608,0.01001052,0.01753042,0.004660344],"domain_scores_gemma":[0.6739107,0.168244,0.04676053,0.03835242,0.0653806,0.007351731],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1571479,0.01759284,0.00916284,0.2157568,0.00619612,0.0008706243,0.01241087,0.006980814,0.002350806,0.02414113,0.06964792,0.4777414],"study_design_scores_gemma":[0.3823943,0.04943405,0.02275615,0.1623571,0.008131935,0.0007750136,0.007560843,0.01616728,0.006756147,0.03509793,0.3070745,0.001494754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0005225135,0.0001300449,0.003203038,0.0001285947,0.00007376829,0.9948351,0.0007009775,0.00004233818,0.0003636056],"genre_scores_gemma":[0.0003810106,0.00005465851,0.004410067,0.00005416524,0.000006572374,0.9949335,0.00009081271,0.000002852847,0.00006622321],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7106163,"threshold_uncertainty_score":0.8763164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6983204150928648,"score_gpt":0.6917183773546282,"score_spread":0.006602037738236644,"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."}}