{"id":"W2924426490","doi":"10.3389/fphys.2019.00203","title":"Meta-Analytic Methodology for Basic Research: A Practical Guide","year":2019,"lang":"en","type":"article","venue":"Frontiers in Physiology","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":240,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shriners Hospitals for Children - Canada; McGill University","funders":"Canadian Institutes of Health Research; Réseau de Recherche en Santé Buccodentaire et Osseuse; Faculty of Dentistry, McGill University; Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Computer science; Toolbox; Workflow; Management science; Data science; Systematic review; MEDLINE; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005304398,0.0001712437,0.0008307797,0.0005403604,0.00003943497,0.00001508654,0.0004701594,0.0002928806,0.0004889789],"category_scores_gemma":[0.003764826,0.0001456174,0.0002273498,0.0005697327,0.0003187101,0.00008453692,0.000175889,0.0008837924,0.0002367141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941584,"about_ca_system_score_gemma":0.0001117671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002450182,"about_ca_topic_score_gemma":0.000006029991,"domain_scores_codex":[0.9967811,0.001004677,0.00042577,0.0004867267,0.0003338098,0.0009679888],"domain_scores_gemma":[0.9950401,0.004069835,0.00003314521,0.0005924326,0.0001299774,0.0001345661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003921509,0.0001619563,0.001114505,0.0006967369,0.005651623,0.00002937679,0.0003734772,0.003869618,0.1364032,0.01199059,0.8287809,0.01053591],"study_design_scores_gemma":[0.002105915,0.0006931711,0.004509327,0.00002984214,0.0006271675,0.0000203044,0.0006304015,0.1837838,0.01313551,0.2193676,0.574392,0.0007050149],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3850848,0.006718208,0.534017,0.01089311,0.01498589,0.006539971,0.00009449152,0.000931728,0.04073485],"genre_scores_gemma":[0.3601027,0.0002430989,0.6333475,0.0003580792,0.0004016969,0.0007421117,0.00004280875,0.000126086,0.004635916],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2543889,"threshold_uncertainty_score":0.5938107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3777906136844537,"score_gpt":0.4619811237895698,"score_spread":0.08419051010511619,"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."}}