{"id":"W7096625259","doi":"","title":"How to do research","year":2004,"lang":"en","type":"article","venue":"","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carotid endarterectomy; Specialty; Stroke (engine); Stenosis; Endarterectomy; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1268052,0.003074639,0.005892834,0.00975546,0.004303297,0.03175065,0.007489252,0.03088665,0.1708694],"category_scores_gemma":[0.4090162,0.001960693,0.004139415,0.007491603,0.008695689,0.02736873,0.009396361,0.02124825,0.08007236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009847103,"about_ca_system_score_gemma":0.06799864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00502359,"about_ca_topic_score_gemma":0.004834677,"domain_scores_codex":[0.8211953,0.1051276,0.01656217,0.01399895,0.03635505,0.006760878],"domain_scores_gemma":[0.5284421,0.2220433,0.0198622,0.06704327,0.1293445,0.03326447],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002626326,0.0002041051,0.0007430051,0.01412469,0.0003964124,0.0001751348,0.0007575603,0.0002317824,0.0002130875,0.02750356,0.7652402,0.1901479],"study_design_scores_gemma":[0.0003629914,0.0001593513,0.0005123532,0.03126802,0.0002097102,0.0001269687,0.00146572,0.0002533615,0.0001734329,0.04996691,0.9154339,0.00006733937],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0007185754,0.06046743,0.01735556,0.7052962,0.1278621,0.006817923,0.00507061,0.001934936,0.07447655],"genre_scores_gemma":[0.01839288,0.07003748,0.08629568,0.6475006,0.08118553,0.02165692,0.006097073,0.002426315,0.06640752],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8731948,"threshold_uncertainty_score":0.6706181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04238129144494778,"score_gpt":0.343627352376737,"score_spread":0.3012460609317892,"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."}}