{"id":"W1971518243","doi":"10.1542/neo.15-12-e558","title":"Epidemiology and Clinical Research Design, Part 1: Study Types","year":2014,"lang":"en","type":"article","venue":"NeoReviews","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Medicine; Clinical study design; Research design; Randomized controlled trial; Epidemiology; Cohort study; Crossover study; Gold standard (test); Intensive care medicine; Clinical trial; Alternative medicine; Surgery; Pathology; Statistics","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","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05446693,0.0001336246,0.0009259137,0.000141043,0.0001531044,0.000006391211,0.000177133,0.0001444092,0.0002817499],"category_scores_gemma":[0.04178535,0.00009025718,0.00008288191,0.0003093226,0.0004274654,0.00003773809,0.0001789628,0.001040345,0.001170318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004927514,"about_ca_system_score_gemma":0.000241898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000459919,"about_ca_topic_score_gemma":0.00003447174,"domain_scores_codex":[0.9868653,0.01044284,0.001009629,0.0005871985,0.0004369187,0.0006581571],"domain_scores_gemma":[0.9892475,0.008812745,0.0001062516,0.0008284741,0.0003056892,0.0006993291],"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":[0.0002211367,0.0002408467,0.1296729,0.0003077216,0.00002211597,0.00002330484,0.00002975018,9.166958e-8,0.00000685435,0.0006519019,0.009172338,0.859651],"study_design_scores_gemma":[0.0008887932,0.003848285,0.06806844,0.0001327578,0.00002811647,0.00001640303,0.00002335292,0.0001237253,0.000006073471,0.0007177908,0.9260805,0.00006574791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.408642,0.4136195,0.003861718,0.02839127,0.00158578,0.02641198,0.000007765007,0.0003249138,0.117155],"genre_scores_gemma":[0.4806771,0.2928921,0.1393141,0.05441623,0.01123185,0.002788207,0.00003678145,0.000428122,0.01821552],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9169082,"threshold_uncertainty_score":0.9996074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7046790479357237,"score_gpt":0.6400020163884712,"score_spread":0.06467703154725246,"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."}}