{"id":"W2526894906","doi":"10.1177/1609406916672741","title":"Why Qualitative Research Needs More and Better Systematic Review","year":2016,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Cardiac Health and Mental Health","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Systematic review; Qualitative research; Protocol (science); Narrative; Quality (philosophy); Management science; Selection (genetic algorithm); Computer science; Psychology; Sociology; Medicine; MEDLINE; Engineering; Epistemology; Political science; Artificial intelligence; Alternative medicine; Social science","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6114852,0.003194277,0.01424564,0.01461514,0.00808389,0.027495,0.01014079,0.03727045,0.02276367],"category_scores_gemma":[0.808917,0.005605535,0.01090794,0.01240755,0.03821633,0.0794531,0.01863817,0.03519586,0.006616446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03770738,"about_ca_system_score_gemma":0.120502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02254558,"about_ca_topic_score_gemma":0.02986751,"domain_scores_codex":[0.2701963,0.5641541,0.0745466,0.01827624,0.06390805,0.008918733],"domain_scores_gemma":[0.04843531,0.813464,0.01870448,0.02468372,0.08600826,0.008704145],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001316686,0.0003476038,0.002766184,0.2642247,0.002946809,0.0009445734,0.02791983,0.00201455,0.001568985,0.1624828,0.368004,0.1654633],"study_design_scores_gemma":[0.001545336,0.0004863126,0.001831209,0.3357038,0.001725496,0.001170109,0.02993025,0.002146787,0.0007124678,0.3146962,0.3091432,0.000908896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0007600858,0.1262539,0.0112221,0.8374947,0.02164363,0.0007099821,0.0002439351,0.0001830333,0.001488794],"genre_scores_gemma":[0.05601387,0.1521136,0.1309937,0.6138328,0.03304044,0.01007924,0.0006829647,0.0008203498,0.002423061],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3885148,"threshold_uncertainty_score":0.4791079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6516157655323206,"score_gpt":0.7378724298201617,"score_spread":0.08625666428784107,"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."}}