{"id":"W4362507155","doi":"10.1097/psy.0000000000001185","title":"Behavioral Medicine Research Council (BMRC) Statement Papers: A New Approach to Consensus Building in Behavioral Medicine Science","year":2023,"lang":"en","type":"editorial","venue":"Psychosomatic Medicine","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Trinity College","funders":"","keywords":"Behavioral medicine; Behavioural sciences; Public health; Political science; Public relations; Foundation (evidence); Psychology; Medicine; Law; Psychiatry; Psychotherapist; Nursing","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.05591747,0.001336929,0.003034165,0.00449283,0.0007705514,0.00008185599,0.003795353,0.001262516,0.007135079],"category_scores_gemma":[0.02191145,0.001039785,0.0001170999,0.008303368,0.005962923,0.000140556,0.0008448646,0.005568864,0.001408456],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01024517,"about_ca_system_score_gemma":0.007551102,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0776622,"about_ca_topic_score_gemma":0.002204011,"domain_scores_codex":[0.9595479,0.001894693,0.004296481,0.00365742,0.02566775,0.004935778],"domain_scores_gemma":[0.9821633,0.006186736,0.0008798746,0.003607679,0.003449982,0.003712404],"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":[0.0005665851,0.0008868939,0.0002513069,0.001200145,0.00006442854,0.0004091012,0.02760582,0.000002212408,0.0004945957,0.0007769113,0.9583465,0.009395542],"study_design_scores_gemma":[0.01216284,0.006900785,0.0007257572,0.01063056,0.0002107816,0.00004727518,0.02207784,0.00007841759,0.000003360044,0.001192464,0.9450764,0.0008935274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.009286774,0.002449556,0.0001184138,0.02855387,0.8749968,0.008068069,0.0001391883,0.0003990511,0.07598821],"genre_scores_gemma":[0.008041931,0.001383115,0.004382599,0.001073091,0.9108364,0.003763042,0.000780443,0.0007136856,0.06902571],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07545818,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5488406377776232,"score_gpt":0.5937709059314792,"score_spread":0.04493026815385603,"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."}}