{"id":"W4392107888","doi":"10.15173/m.v1i19.772","title":"Evidence&gt;&gt;Insight&gt;&gt;Action","year":2012,"lang":"en","type":"article","venue":"The Meducator","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Action (physics); Pharmacology; Medicine; Chemistry; Neuroscience; Biology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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","insufficient_payload"],"category_scores_codex":[0.100515,0.0004081677,0.002252854,0.0003405783,0.0004363541,0.0008095301,0.002756362,0.0001236688,0.03669104],"category_scores_gemma":[0.03599071,0.0001618011,0.001586207,0.00174412,0.0001436341,0.0009348894,0.0002033989,0.0002596281,0.04886471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001127142,"about_ca_system_score_gemma":0.000204459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000237092,"about_ca_topic_score_gemma":0.00003545506,"domain_scores_codex":[0.9788541,0.00910749,0.005009267,0.0008154437,0.005579693,0.0006339716],"domain_scores_gemma":[0.9827892,0.007132441,0.003165497,0.005691303,0.0007252741,0.0004962386],"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":[0.00002238564,0.0003051167,0.0234245,0.00009270402,0.0004302128,0.000002113295,0.01154721,0.00001122557,0.005980095,0.01106468,0.8802881,0.06683171],"study_design_scores_gemma":[0.00008535691,0.00003086815,0.03183209,0.00008570834,0.0004743358,0.00003878664,0.001719791,0.0002726895,0.0006796705,0.0022464,0.9622619,0.0002724484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914093,0.03418142,0.002608281,0.01045218,0.00740035,0.001434315,0.000008854437,0.00003361735,0.02978793],"genre_scores_gemma":[0.9448576,0.0002723059,0.0009953749,0.0009127241,0.001511955,0.0001188796,0.000002921244,0.00002452015,0.05130374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0819738,"threshold_uncertainty_score":0.9721295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8738864748740229,"score_gpt":0.567356968131227,"score_spread":0.3065295067427959,"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."}}