{"id":"W2784411250","doi":"10.46743/2160-3715/2018.2994","title":"Data Saturation: The Mysterious Step In Grounded Theory Method","year":2018,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of New Brunswick","funders":"","keywords":"Grounded theory; Credibility; Theoretical sampling; Dependability; Qualitative research; Saturation (graph theory); Transferability; Data collection; Computer science; Qualitative property; Sociology; Epistemology; Mathematics; Statistics; Social science; Machine learning","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08558898,0.0001238674,0.0002091203,0.00005468884,0.00135394,0.0001604924,0.001232913,0.00006334842,0.0002103439],"category_scores_gemma":[0.009342385,0.0000669616,0.00005410551,0.0008787697,0.002498688,0.0003273074,0.0002702517,0.000303859,0.00008632725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001208461,"about_ca_system_score_gemma":0.0004618321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003779425,"about_ca_topic_score_gemma":0.006504944,"domain_scores_codex":[0.9716033,0.02623496,0.0005459393,0.0004399929,0.0007856581,0.0003901608],"domain_scores_gemma":[0.9840898,0.0136731,0.0003367818,0.001392382,0.0004244175,0.00008351469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003605543,0.00002904988,0.0000135627,0.000004008876,0.00003512411,0.0000077858,0.2597185,1.82537e-7,0.0001379629,0.7175456,0.002195631,0.02027653],"study_design_scores_gemma":[0.0001087869,0.00004681017,0.001005601,0.00001539038,0.00001305157,0.00001250029,0.3792529,0.0000888198,0.00004512107,0.3901091,0.2291899,0.0001120827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01326688,0.0004460441,0.723218,0.06353988,0.0003151619,0.001840763,0.0001028285,0.00009883442,0.1971716],"genre_scores_gemma":[0.8085662,0.0001821408,0.1564557,0.001791167,0.001970401,0.0006226628,0.0001327368,0.0000527502,0.03022634],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7952992,"threshold_uncertainty_score":0.9999462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5112075280046089,"score_gpt":0.6855006704764165,"score_spread":0.1742931424718076,"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."}}