{"id":"W2167074667","doi":"10.1037/a0017633","title":"Ain’t necessarily so: Review and critique of recent meta-analyses of behavioral medicine interventions in health psychology.","year":2010,"lang":"en","type":"article","venue":"Health Psychology","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"Canadian Institutes of Health Research","keywords":"Meta-analysis; Psychology; Psychological intervention; PsycINFO; Transparency (behavior); MEDLINE; Publication bias; Clinical psychology; Research design; Applied psychology; Medicine; Psychiatry; Computer science; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.139498,0.000336667,0.009878567,0.0009874855,0.00009633975,0.00002324809,0.001199774,0.0001796456,0.03069124],"category_scores_gemma":[0.01016251,0.0001750616,0.001554895,0.001961812,0.000583248,0.0001110354,0.00008695242,0.0006243438,0.00007441369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002052455,"about_ca_system_score_gemma":0.0002045424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005404493,"about_ca_topic_score_gemma":0.003355748,"domain_scores_codex":[0.9506823,0.02267382,0.02290452,0.001436192,0.001758443,0.0005447674],"domain_scores_gemma":[0.9827636,0.001643173,0.01066277,0.003551566,0.001032711,0.0003461694],"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":[0.00003507563,0.001507049,0.0226958,0.008120832,0.001434552,0.00000688225,0.001475018,0.000002048591,0.000297882,0.00394648,0.884477,0.07600137],"study_design_scores_gemma":[0.001293807,0.001890983,0.1224557,0.001120673,0.003652802,0.0001283428,0.0002825371,0.00002295529,0.000006395673,0.008765272,0.8600833,0.0002971723],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01397974,0.2689236,0.01053993,0.6989279,0.001219979,0.002904743,0.00009813866,0.00001029348,0.003395675],"genre_scores_gemma":[0.4454694,0.1909387,0.02522371,0.3358679,0.0001321834,0.0004901175,0.00008145373,0.00006182156,0.001734732],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4314897,"threshold_uncertainty_score":0.9981753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9343842934280393,"score_gpt":0.7532279649537418,"score_spread":0.1811563284742975,"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."}}