{"id":"W4391915628","doi":"10.1093/ijpp/riae004","title":"Can we do better? Sustainability and efficiency in intervention development and implementation","year":2024,"lang":"en","type":"article","venue":"International Journal of Pharmacy Practice","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Interreg; Queen's University; Trinity College Dublin; European Commission","keywords":"Medicine; Intervention (counseling); Sustainability; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005505546,0.00009237858,0.000122945,0.0004906055,0.0001399766,0.0001009459,0.0001753151,0.00002504585,0.0002646498],"category_scores_gemma":[0.001755228,0.00008311035,0.00002477422,0.0002249313,0.00004478662,0.001346784,0.0001256606,0.0005023709,0.00000882821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019974,"about_ca_system_score_gemma":0.001199779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005219305,"about_ca_topic_score_gemma":0.000227711,"domain_scores_codex":[0.997086,0.0007513529,0.00117362,0.0001813804,0.0005608992,0.0002467679],"domain_scores_gemma":[0.9964086,0.002069569,0.0005363454,0.0000498514,0.0007977718,0.0001378937],"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":[0.0003529034,0.0001125427,0.1128225,0.0006112586,0.00009731251,0.0002263886,0.09299657,0.00001004915,0.0005222835,0.003262011,0.001465944,0.7875202],"study_design_scores_gemma":[0.006589143,0.00012654,0.05527085,0.0005871686,0.00005167092,0.0003428952,0.05993373,0.0009320267,0.0007347465,0.004000574,0.8712255,0.0002051064],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8714907,0.0004642165,0.001649825,0.1246683,0.001146953,0.0003444914,0.0000129301,0.00001218269,0.0002104053],"genre_scores_gemma":[0.9939822,0.0004039985,0.001722017,0.003558481,0.0002445613,0.00002874981,0.000002554001,0.0000083602,0.00004908492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8697596,"threshold_uncertainty_score":0.3389142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2665753402990624,"score_gpt":0.689097629515022,"score_spread":0.4225222892159596,"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."}}