{"id":"W2144913786","doi":"10.1186/1471-2458-13-568","title":"Challenges to evaluating complex interventions: a content analysis of published papers","year":2013,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":278,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Thematic analysis; Context (archaeology); Public health; Biostatistics; Medicine; Content analysis; Intervention (counseling); Medical education; Qualitative research; Nursing; Sociology; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2825156,0.002375058,0.008169054,0.1190555,0.004463817,0.01751953,0.005382893,0.002740191,0.003096464],"category_scores_gemma":[0.6244099,0.002333086,0.007014548,0.106202,0.005828699,0.01527995,0.009851322,0.002495174,0.0006169022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0215955,"about_ca_system_score_gemma":0.03624938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002563742,"about_ca_topic_score_gemma":0.003862441,"domain_scores_codex":[0.5945675,0.1552117,0.162485,0.009079041,0.07548487,0.003171862],"domain_scores_gemma":[0.1910384,0.6508079,0.06795666,0.01233958,0.0762807,0.001576811],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007033,0.0001774122,0.01530713,0.5612915,0.005532057,0.001113234,0.09161349,0.0008214157,0.002022389,0.008525195,0.0155754,0.2973175],"study_design_scores_gemma":[0.0004947147,0.0007015496,0.02747712,0.7021816,0.01352737,0.001525777,0.09044489,0.001991066,0.002629296,0.01714992,0.1413559,0.0005209431],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1999677,0.4767244,0.08068628,0.04644164,0.007287902,0.1329055,0.03134195,0.0008739292,0.02377057],"genre_scores_gemma":[0.3295166,0.2276798,0.2767382,0.009646002,0.002339047,0.1394328,0.01134209,0.0007908035,0.002514725],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7174844,"threshold_uncertainty_score":0.884786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9201589445527059,"score_gpt":0.7038022246097597,"score_spread":0.2163567199429461,"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."}}