{"id":"W3178522720","doi":"10.3389/fpubh.2021.680316","title":"The Importance of Mental Models in Implementation Science","year":2021,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute; Agency for Healthcare Research and Quality; U.S. Department of Health and Human Services","keywords":"Psychological intervention; Set (abstract data type); Computer science; Introspection; Adaptation (eye); Function (biology); Mental health; Intervention (counseling); Field (mathematics); Management science; Knowledge management; Psychology; Cognitive psychology; Psychotherapist","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.127457,0.001945064,0.002892389,0.007471336,0.004883463,0.01774213,0.005356862,0.009109073,0.005197335],"category_scores_gemma":[0.1928646,0.001779048,0.003138044,0.005142243,0.06280091,0.02557905,0.01004468,0.01705868,0.0009887918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01694869,"about_ca_system_score_gemma":0.02203844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006855302,"about_ca_topic_score_gemma":0.004288943,"domain_scores_codex":[0.8323572,0.1414831,0.005439677,0.005239852,0.01317299,0.002307201],"domain_scores_gemma":[0.6061779,0.3528024,0.01111151,0.01648682,0.01010814,0.003313326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000306287,0.00008028069,0.001095475,0.001319866,0.0001108639,0.00007893083,0.008889136,0.002583723,0.00008081287,0.9560694,0.002005144,0.02765584],"study_design_scores_gemma":[0.00002572432,0.00005744349,0.0005202435,0.001311036,0.00003860054,0.00006115947,0.002398784,0.002368846,0.0001022712,0.9764687,0.0165919,0.00005543634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.02138799,0.05466275,0.5959429,0.1919781,0.003067209,0.001811152,0.0004360125,0.0004215545,0.1302924],"genre_scores_gemma":[0.5205306,0.03383317,0.4083026,0.02510407,0.001787378,0.006271376,0.0004233924,0.0002257737,0.003521623],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.127457,"threshold_uncertainty_score":0.6740652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6750708121824077,"score_gpt":0.6972986282856816,"score_spread":0.02222781610327385,"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."}}