{"id":"W2159752579","doi":"10.1186/2046-4053-4-4","title":"Reviews: Rapid! Rapid! Rapid! …and systematic","year":2015,"lang":"en","type":"editorial","venue":"Systematic Reviews","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":168,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Systematic review; Timeline; Medicine; Protocol (science); Systematic error; Management science; MEDLINE; Alternative medicine; Pathology","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","metaepi_narrow","metaepi_broad","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","metaepi_broad","research_integrity","insufficient_payload"],"category_scores_codex":[0.7118391,0.004733488,0.09991638,0.002388855,0.0006221971,0.006661377,0.01250241,0.002475732,0.0107907],"category_scores_gemma":[0.7308915,0.001974068,0.01649688,0.005030507,0.0003744783,0.001071976,0.001262557,0.00230351,0.1002631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006574987,"about_ca_system_score_gemma":0.0009263683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002607535,"about_ca_topic_score_gemma":0.00003585578,"domain_scores_codex":[0.5110573,0.303516,0.1365431,0.007802216,0.0388515,0.002229884],"domain_scores_gemma":[0.6041666,0.1212355,0.1977455,0.05799021,0.01541457,0.003447563],"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":[0.00000356554,0.00004382744,0.000002029853,0.4526696,0.0006663227,0.00001398037,0.0005311352,3.335603e-7,9.892395e-7,0.0001090382,0.5445614,0.001397734],"study_design_scores_gemma":[0.0004388344,0.000148762,5.862191e-7,0.2297055,0.007112856,0.00009006357,0.000533555,0.000296742,3.180489e-7,0.0008169697,0.7594725,0.001383289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.000001942768,0.562825,0.001679312,0.0001653902,0.3691052,0.05449139,0.0001415534,0.00004977289,0.01154035],"genre_scores_gemma":[0.0000566756,0.2214133,0.007330246,0.000849233,0.5476875,0.03693688,0.0006375968,0.0006981885,0.1843904],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3414117,"threshold_uncertainty_score":0.9999982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6233308705173616,"score_gpt":0.5100440178673484,"score_spread":0.1132868526500131,"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."}}