{"id":"W171710605","doi":"10.2427/5929","title":"How I was converted from skeptic to enthusiast about meta- analysis","year":2006,"lang":"en","type":"article","venue":"Italian Journal of Public Health","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Meta-analysis; Skepticism; Medicine; Philosophy; Internal medicine; Epistemology","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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.1267761,0.0004029102,0.008737401,0.002360658,0.000199972,0.003800657,0.002522725,0.0000944568,0.01893653],"category_scores_gemma":[0.01361563,0.0001907786,0.008235467,0.006111947,0.00006748792,0.0009098376,0.00008834531,0.0002903524,0.0009010804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001693973,"about_ca_system_score_gemma":0.000651442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003579175,"about_ca_topic_score_gemma":0.0007752794,"domain_scores_codex":[0.9618183,0.01530635,0.01305188,0.0008531046,0.008254117,0.0007162754],"domain_scores_gemma":[0.9790428,0.001718674,0.01199041,0.002649102,0.003195051,0.001403972],"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":[0.00001228512,0.0005389016,0.02849818,0.0000654563,0.1175898,0.0001495548,0.005070437,0.001000795,0.00008502393,0.003412171,0.8078163,0.03576105],"study_design_scores_gemma":[0.0006907368,0.0003826136,0.1200948,0.00002583814,0.04546522,0.00009892104,0.005425592,0.005144209,0.00001437754,0.003583926,0.8184846,0.0005891469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2131774,0.01580895,0.5088817,0.2568428,0.001031289,0.001002242,0.000320213,0.00001397384,0.002921326],"genre_scores_gemma":[0.9774581,0.0000206551,0.008879333,0.002942888,0.0003427212,0.000008578757,0.00002065766,0.00001630576,0.01031075],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7642807,"threshold_uncertainty_score":0.9998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7721432364774785,"score_gpt":0.5119917462651452,"score_spread":0.2601514902123333,"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."}}