{"id":"W3095907945","doi":"","title":"ADVANCES IN CLINICAL RESEARCH and CLINICAL TRIALS 2020","year":2020,"lang":"en","type":"article","venue":"Journal of Bioanalysis & Biomedicine","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Clinical trial; Medical education; Family medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04470537,0.0001509753,0.002135239,0.0006951431,0.00005321187,0.00002129353,0.0001829341,0.0004422157,0.0001909051],"category_scores_gemma":[0.01245537,0.00008648891,0.0005555699,0.002360201,0.0025164,0.0001319165,0.00008431075,0.001932106,0.000009424326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004359779,"about_ca_system_score_gemma":0.0003696507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001221635,"about_ca_topic_score_gemma":0.00001734039,"domain_scores_codex":[0.9915903,0.001745575,0.004547922,0.0003598736,0.00147764,0.0002786721],"domain_scores_gemma":[0.9937193,0.002949341,0.001179019,0.0002112044,0.000827547,0.001113624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002703356,0.0007569058,0.08808994,0.0001722899,0.0006644505,0.0006234981,0.0002173766,6.184945e-7,0.00125218,0.0001772671,0.004697092,0.900645],"study_design_scores_gemma":[0.03110872,0.02608439,0.456691,0.002059881,0.003646439,0.000489359,0.003150192,0.007964797,0.0001856518,0.005241049,0.4629515,0.0004270348],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2505634,0.066963,0.00189006,0.6781844,0.0009885636,0.0005440629,0.000008133306,0.00001935761,0.0008388967],"genre_scores_gemma":[0.9097823,0.0825628,0.001166366,0.002270892,0.004129778,8.887476e-7,0.00001037836,0.00001311096,0.00006351391],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.900218,"threshold_uncertainty_score":0.9958631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3841861333331054,"score_gpt":0.6030546522447507,"score_spread":0.2188685189116454,"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."}}