{"id":"W4389887546","doi":"10.1186/s12961-023-01085-4","title":"Living evidence and adaptive policy: perfect partners?","year":2023,"lang":"en","type":"article","venue":"Health Research Policy and Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McMaster University; Ottawa Hospital; Impact; McMaster University Medical Centre","funders":"","keywords":"Evidence-based policy; Evidence-based practice; Health policy; Variety (cybernetics); Context (archaeology); Health services research; Public relations; Evidence-based medicine; Public economics; Relevance (law); Political science; Medicine; Health care; Economics; MEDLINE; Computer science; Alternative medicine; Law","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","sts","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.04824673,0.00021709,0.0005328812,0.001943129,0.004939095,0.0001283487,0.0003147927,0.0001935168,0.00004436735],"category_scores_gemma":[0.04633186,0.000188434,0.00003149602,0.003919658,0.0005111194,0.0004807311,0.0006510318,0.001249439,0.0007919844],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001250948,"about_ca_system_score_gemma":0.0117349,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08367744,"about_ca_topic_score_gemma":0.001805322,"domain_scores_codex":[0.9784712,0.0145981,0.001223457,0.000713211,0.001539405,0.003454662],"domain_scores_gemma":[0.9545227,0.04180471,0.0003496236,0.0005562232,0.00068579,0.002080962],"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":[0.000119717,0.00003997381,0.08466396,0.01223445,0.00003881385,0.00002537714,0.2561537,0.00002254482,0.0002217727,0.3052342,0.3219118,0.01933368],"study_design_scores_gemma":[0.001090192,0.00177982,0.372435,0.01083627,0.00000486258,0.00005612839,0.1007844,0.01273172,0.000003008673,0.002236487,0.497449,0.0005931551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5746945,0.004544955,0.0002195613,0.3949905,0.0009111034,0.01041565,0.0003076667,0.0007856329,0.01313037],"genre_scores_gemma":[0.9686624,0.007817646,0.00004333485,0.01145274,0.002309157,0.001178452,0.000002443546,0.00003966199,0.008494122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3939679,"threshold_uncertainty_score":0.999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9602658658241783,"score_gpt":0.8001708544302601,"score_spread":0.1600950113939181,"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."}}