{"id":"W1993073831","doi":"10.1111/j.1520-037x.2004.02882.x","title":"VISP and INVEST","year":2004,"lang":"en","type":"article","venue":"Preventive Cardiology","topic":"Folate and B Vitamins Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.0001437971,0.00006358472,0.0002146653,0.00006429021,0.00003299298,0.000004204941,0.00003153815,0.00007141186,0.00002494772],"category_scores_gemma":[0.00009928794,0.0000507772,0.00006027747,0.00007463377,0.0001606969,0.00003013621,0.00006300614,0.0001378321,0.00008154105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003332898,"about_ca_system_score_gemma":0.00005654079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002156956,"about_ca_topic_score_gemma":0.000003551385,"domain_scores_codex":[0.9994494,0.00005143378,0.00007986491,0.0001722973,0.00006968458,0.000177276],"domain_scores_gemma":[0.9996918,0.00002608357,0.00001243981,0.0001217264,0.00005654418,0.0000913503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007865264,0.0003239238,0.6861287,0.0004538827,0.002420677,0.002900161,0.001599737,0.00004372203,0.2144809,0.02189409,0.007769579,0.06119817],"study_design_scores_gemma":[0.003219248,0.0009519941,0.9540579,0.00006317898,0.0001159419,0.001032663,0.000162949,0.000007516353,0.007498974,0.006936579,0.02580532,0.0001477213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811676,0.001024866,0.0004691063,0.000960528,0.00006386468,0.0002029991,0.000003343933,0.00002268197,0.01608499],"genre_scores_gemma":[0.9978288,0.0002922495,0.0002845123,0.0002894614,0.0001301094,0.00001470384,0.00001094983,0.000007584404,0.001141591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2679293,"threshold_uncertainty_score":0.2070634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01953631111717637,"score_gpt":0.3140465929030359,"score_spread":0.2945102817858596,"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."}}