{"id":"W4284971959","doi":"10.3233/npm-210974","title":"Implementing a successful targeted neonatal echocardiography service and a training program: The ten stages of change","year":2022,"lang":"en","type":"review","venue":"Journal of Neonatal-Perinatal Medicine","topic":"Congenital Heart Disease Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Alberta; University of Ottawa","funders":"","keywords":"Intensive care; Process (computing); Service (business); Medicine; Health care; Process management; Medical emergency; Intensive care medicine; Operations management; Computer science; Business; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001785956,0.0007822021,0.003945592,0.001159057,0.0003670926,0.00003071257,0.0006019622,0.0001698863,0.0005643914],"category_scores_gemma":[0.0005443679,0.0004663619,0.00105344,0.001984454,0.0005845384,0.0003052855,0.0008756951,0.001582324,0.000001357427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001253995,"about_ca_system_score_gemma":0.0004706753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001675899,"about_ca_topic_score_gemma":0.00003892356,"domain_scores_codex":[0.9946607,0.0003051579,0.002060109,0.0005054479,0.001672958,0.0007956027],"domain_scores_gemma":[0.9960834,0.0008260559,0.001562423,0.0005634953,0.0005259302,0.0004386507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000192596,0.00006411113,0.0004403847,0.02431673,0.002296232,0.001678574,0.004040451,3.20633e-8,0.000002108409,0.000008778582,0.0001791345,0.9667808],"study_design_scores_gemma":[0.002148943,0.002399942,0.0009269327,0.01414666,0.004998253,0.007716415,0.01071188,0.00001132044,0.000001317009,0.00001394011,0.9565712,0.0003531591],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004345719,0.9910637,0.00000583504,0.001031889,0.0005407435,0.002388996,0.0004179262,0.00005102688,0.0001541235],"genre_scores_gemma":[0.00697726,0.990419,0.0005489288,0.0002612534,0.001132269,0.000348937,0.0001438807,0.000126665,0.00004183538],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9664277,"threshold_uncertainty_score":0.9997788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083125950016729,"score_gpt":0.3803489676801042,"score_spread":0.2720363726784313,"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."}}