{"id":"W3014346384","doi":"10.1186/s12874-020-00955-7","title":"When piloting health services interventions, what predicts real world behaviours? A systematic concept mapping review","year":2020,"lang":"en","type":"review","venue":"BMC Medical Research Methodology","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"PsycINFO; MEDLINE; Scopus; Systematic review; Psychological intervention; Data extraction; Computer science; Data collection; Applied psychology; Data science; Medicine; Psychology; Nursing; 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","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.2573026,0.0007555025,0.009306083,0.001778962,0.001904457,0.000116036,0.003589116,0.0009310754,0.006579614],"category_scores_gemma":[0.1870607,0.000575041,0.001013951,0.003843371,0.0008418082,0.0003977953,0.002675719,0.008140557,0.001730294],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002418255,"about_ca_system_score_gemma":0.03626769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005355139,"about_ca_topic_score_gemma":0.01204388,"domain_scores_codex":[0.6658878,0.3149399,0.009187895,0.001626862,0.004982571,0.003374991],"domain_scores_gemma":[0.7128097,0.2736063,0.005638362,0.001861072,0.001307631,0.004776885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000004538047,0.00002417459,0.00002002016,0.7016383,0.00006104449,0.00003016225,0.004899796,1.114459e-8,9.543373e-9,0.0007140378,0.01876021,0.2738477],"study_design_scores_gemma":[0.0002806287,0.0001451085,0.000008527931,0.5472782,0.0001569353,0.00002584259,0.004762313,0.00001729595,8.32638e-9,0.0001209265,0.4470236,0.0001806232],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[7.36126e-7,0.9465383,0.01021589,0.02316433,0.001906644,0.01743196,0.000169778,0.0002447079,0.0003276427],"genre_scores_gemma":[2.791701e-7,0.9417521,0.02473804,0.02266539,0.001382991,0.007564669,0.0002609419,0.0001283217,0.001507249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4282633,"threshold_uncertainty_score":0.9996701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9666692459324164,"score_gpt":0.8137960670466763,"score_spread":0.1528731788857401,"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."}}