{"id":"W4401567696","doi":"10.1067/j.cpradiol.2024.08.007","title":"Success factors for interventions to reduce low-value imaging. Six crucial lessons learned from a practical case study in Norway","year":2024,"lang":"en","type":"article","venue":"Current Problems in Diagnostic Radiology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Norges Forskningsråd","keywords":"Medicine; Psychological intervention; Value (mathematics); Health care; Nursing; Economic growth","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006361924,0.0004900035,0.001036936,0.0008919289,0.0004894746,0.00009843426,0.0005289759,0.0003819203,0.0003149444],"category_scores_gemma":[0.07916813,0.0004631107,0.0002207358,0.0009647066,0.0002007847,0.0006637635,0.0004863602,0.003162153,0.00029259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104565,"about_ca_system_score_gemma":0.001695671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01387698,"about_ca_topic_score_gemma":0.04145534,"domain_scores_codex":[0.9863789,0.007660636,0.002642813,0.001576894,0.0003167232,0.001424026],"domain_scores_gemma":[0.9285862,0.0695492,0.0004508949,0.0007106104,0.0002404217,0.000462713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002109635,0.003924984,0.8843615,0.004661547,0.0001190648,0.002704842,0.05483726,0.0005054213,0.00006927643,0.005205606,0.007775825,0.03562372],"study_design_scores_gemma":[0.01363644,0.003113859,0.7433542,0.03308465,0.0009404088,0.0007224929,0.1122473,0.006478275,0.00003831647,0.03072992,0.05242138,0.003232808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9396015,0.004027229,0.004361261,0.03230346,0.01035723,0.008655985,0.0004585217,0.0001720614,0.00006270203],"genre_scores_gemma":[0.9909057,0.0004949157,0.000476307,0.0004287318,0.0008755112,0.006521393,0.0001524088,0.00009373411,0.00005130758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1410073,"threshold_uncertainty_score":0.9997821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6578238614745482,"score_gpt":0.6217687547103037,"score_spread":0.0360551067642445,"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."}}