{"id":"W2139168568","doi":"10.1001/jama.295.15.1801","title":"Second-Order Peer Review of the Medical Literature for Clinical Practitioners","year":2006,"lang":"en","type":"article","venue":"JAMA","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":91,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"European Commission","keywords":"Medicine; Observational study; Relevance (law); Critical appraisal; Medical education; Peer review; MEDLINE; Service (business); Family medicine; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1820579,0.0001263428,0.001853916,0.00005530314,0.0000671689,0.0002891899,0.00129244,0.0001638121,0.02852529],"category_scores_gemma":[0.2973099,0.00004369717,0.002224176,0.001046846,0.00007479035,0.0001718937,0.0000807198,0.0002476338,0.0004027248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007447145,"about_ca_system_score_gemma":0.0001402508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001851108,"about_ca_topic_score_gemma":0.00002030002,"domain_scores_codex":[0.9784676,0.00592658,0.00763082,0.0004775929,0.007365556,0.0001318141],"domain_scores_gemma":[0.9751505,0.009421925,0.005125465,0.002941318,0.007248797,0.0001120221],"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":[0.000002129684,0.00003675281,0.00146957,0.0004780255,0.00003953238,9.714362e-7,0.0000183277,3.275543e-7,0.000001037364,0.003627593,0.9819891,0.01233664],"study_design_scores_gemma":[0.0002017172,0.00001164568,0.008105827,0.001010446,0.0001106109,0.00001421357,0.00002120557,0.0002168677,0.000003580134,0.004143782,0.9861081,0.00005206424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01461032,0.1329101,0.01688162,0.5702521,0.003670997,0.004945759,0.0003600531,0.00001402834,0.256355],"genre_scores_gemma":[0.05619367,0.006566536,0.02824809,0.08219898,0.003942955,0.0003424298,0.0002244497,0.00004698186,0.8222359],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5658809,"threshold_uncertainty_score":0.9723628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5880177967827915,"score_gpt":0.5772160917872035,"score_spread":0.01080170499558808,"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."}}