{"id":"W4404090071","doi":"10.1177/16094069241299658","title":"Selecting Approaches for Discourse Analysis: Thoughts on Nursing Research","year":2024,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Qualitative Research Methods and Applications","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Nursing research; Psychology; Nursing; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2109902,0.002429462,0.002334975,0.01615401,0.02247668,0.03577795,0.007435433,0.01159347,0.002950772],"category_scores_gemma":[0.1723713,0.001316242,0.00197388,0.01111789,0.06211956,0.03763022,0.01722487,0.01072742,0.001224117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0173474,"about_ca_system_score_gemma":0.01566849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005762413,"about_ca_topic_score_gemma":0.006453353,"domain_scores_codex":[0.7163081,0.2570738,0.00592487,0.003787969,0.01375285,0.003152394],"domain_scores_gemma":[0.7743462,0.1942619,0.004714806,0.002932244,0.02043168,0.00331329],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000640833,0.00004885188,0.0005495407,0.001504544,0.00002746111,0.0007221093,0.6800653,0.0001962058,0.0004941697,0.2686857,0.01052145,0.03712064],"study_design_scores_gemma":[0.00004456766,0.00004991074,0.000223849,0.00564979,0.0000261724,0.0005484974,0.6090301,0.0007663731,0.0007036358,0.2347532,0.1481052,0.00009865556],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.05233198,0.08497187,0.2984097,0.4047154,0.01377529,0.00369101,0.0002008464,0.0005944443,0.1413095],"genre_scores_gemma":[0.4519756,0.03975349,0.4451573,0.03717448,0.00312568,0.008340748,0.0002331561,0.0006330264,0.01360652],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7890098,"threshold_uncertainty_score":0.9729896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9173959337408,"score_gpt":0.8160788298902442,"score_spread":0.1013171038505558,"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."}}