{"id":"W2531708643","doi":"10.1186/s13643-016-0343-0","title":"Reviewing the research methods literature: principles and strategies illustrated by a systematic overview of sampling in qualitative research","year":2016,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McMaster University; McMaster University Medical Centre","funders":"","keywords":"Terminology; Management science; CLARITY; Systematic review; Data science; Computer science; Ambiguity; Set (abstract data type); Medicine; MEDLINE","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":[0.4594105,0.002965002,0.003495836,0.02283633,0.008673112,0.01188917,0.006254463,0.009220938,0.007980909],"category_scores_gemma":[0.4346172,0.002912958,0.00478601,0.02275542,0.0187001,0.01498796,0.01857926,0.008449828,0.004371031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01261787,"about_ca_system_score_gemma":0.06841055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005668061,"about_ca_topic_score_gemma":0.01201824,"domain_scores_codex":[0.3234072,0.6053222,0.04209884,0.008178702,0.01873935,0.002253746],"domain_scores_gemma":[0.4357004,0.4426909,0.02799865,0.02571749,0.0644274,0.003465287],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002896135,0.000153712,0.001954197,0.06934798,0.0003255717,0.0009932419,0.259657,0.001965451,0.002743655,0.2475371,0.05232465,0.3627079],"study_design_scores_gemma":[0.0005284591,0.0005010961,0.001675688,0.1389374,0.0005253497,0.001482845,0.07535469,0.004099153,0.002309723,0.2924683,0.481677,0.0004403824],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.003416815,0.02538481,0.8338197,0.03904076,0.002292372,0.08043204,0.0009559907,0.0005390523,0.01411844],"genre_scores_gemma":[0.0150677,0.01033932,0.8754216,0.004943929,0.0002734838,0.09215342,0.000289329,0.0001057943,0.001405495],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5405895,"threshold_uncertainty_score":0.6666431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9804137802262846,"score_gpt":0.8553754433017919,"score_spread":0.1250383369244926,"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."}}