{"id":"W4408019127","doi":"10.1136/ebnurs-2025-104292","title":"Alternatives to ‘saturation’ for greater transparency in reporting of sample size decision-making in qualitative research","year":2025,"lang":"en","type":"article","venue":"Evidence-Based Nursing","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transparency (behavior); Sample (material); Saturation (graph theory); Sample size determination; Psychology; Statistics; Econometrics; Management science; Political science; Mathematics; Economics; Physics; Law; Thermodynamics","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":[0.7287777,0.004819278,0.007425947,0.01079444,0.01561906,0.01641909,0.01443355,0.02023006,0.0112217],"category_scores_gemma":[0.88024,0.007474547,0.009587929,0.0132333,0.04033949,0.02276339,0.02712637,0.02774752,0.002748313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02048169,"about_ca_system_score_gemma":0.03232436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008009713,"about_ca_topic_score_gemma":0.01167337,"domain_scores_codex":[0.08771099,0.7775072,0.07319717,0.01561944,0.04227009,0.003695063],"domain_scores_gemma":[0.06609402,0.8033849,0.02797348,0.05724231,0.04309792,0.002207299],"domain_codex":"methods","domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002271401,0.0002887994,0.002685941,0.02260694,0.001632359,0.0006945171,0.2082122,0.003159522,0.004920796,0.5224237,0.04127561,0.1898283],"study_design_scores_gemma":[0.00357124,0.0009257616,0.006086334,0.03263432,0.0009241442,0.0008086966,0.02356492,0.01597533,0.009246679,0.7463508,0.1588765,0.001035294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02124027,0.004274944,0.7972487,0.0916274,0.008322996,0.03721418,0.00101104,0.001649629,0.03741091],"genre_scores_gemma":[0.1524243,0.0009997152,0.7146207,0.02952655,0.001184108,0.09713027,0.0003499251,0.0005875526,0.003176915],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2712223,"threshold_uncertainty_score":0.3344654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5380930721701588,"score_gpt":0.7019549543978176,"score_spread":0.1638618822276589,"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."}}