{"id":"W4409854789","doi":"10.63720/dv1fz0zv","title":"Best Available Evidence: Overcoming Barriers and Building a Platform for Clarity and Closer Collaboration","year":2025,"lang":"en","type":"article","venue":"Journal of The Best Available Evidence in Medicine","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"CLARITY; Computer science; Engineering ethics; Human–computer interaction; Data science; Engineering; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01501867,0.0001663859,0.0004683188,0.0004314008,0.000768421,0.0002208859,0.0007420528,0.0002222236,0.0002241182],"category_scores_gemma":[0.04055158,0.0001195964,0.00005694466,0.001385346,0.0009302111,0.00189055,0.0002160947,0.0007264261,0.00000533789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006117895,"about_ca_system_score_gemma":0.001606383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00259508,"about_ca_topic_score_gemma":0.001689784,"domain_scores_codex":[0.9970789,0.0003616234,0.0007958718,0.0002859065,0.001029771,0.0004479158],"domain_scores_gemma":[0.9940749,0.004083117,0.0004599761,0.0002897379,0.0008659574,0.000226348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001493685,0.0001497348,0.5191624,0.001410374,0.0001448456,0.00007676204,0.01364062,0.0000851346,0.04317502,0.00981571,0.3989267,0.01191901],"study_design_scores_gemma":[0.007532375,0.004166499,0.007790555,0.159677,0.001177902,0.0002120187,0.1397293,0.00682505,0.01405797,0.08607613,0.5713223,0.001432947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8618423,0.04430377,0.0006267744,0.08658044,0.001481998,0.001864646,0.000004208729,0.0000258167,0.00327003],"genre_scores_gemma":[0.9502913,0.03044454,0.006035606,0.0009865314,0.0006866923,0.00006075286,2.036764e-7,0.00002172802,0.01147263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5113719,"threshold_uncertainty_score":0.9675303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.178114582318542,"score_gpt":0.4665377515737261,"score_spread":0.288423169255184,"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."}}