{"id":"W2793684105","doi":"10.1177/1609406918757613","title":"Five Steps to Writing More Engaging Qualitative Research","year":2018,"lang":"en","type":"article","venue":"International Journal of Qualitative Methods","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Manitoba; Red River College","funders":"","keywords":"Qualitative research; Psychology; Computer science; Sociology; 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":[{"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":["metaresearch"],"domain":"reporting","study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3481116,0.0002175762,0.0005394395,0.001422839,0.001151427,0.000383407,0.001648748,0.0001725331,0.0003690811],"category_scores_gemma":[0.1405045,0.0001943216,0.0002797535,0.001460053,0.004267725,0.0008365529,0.0003379837,0.00180806,0.00008835725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008521,"about_ca_system_score_gemma":0.001441972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00137915,"about_ca_topic_score_gemma":0.0001549931,"domain_scores_codex":[0.8412234,0.1515867,0.001405288,0.0004225578,0.004488423,0.0008736092],"domain_scores_gemma":[0.9008144,0.07558922,0.0007281398,0.0002318268,0.0219626,0.0006737982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002465676,0.00007018485,0.00001684069,0.00001047724,0.0002384775,0.000026042,0.7376255,0.000004093443,0.00242422,0.1840938,0.002968068,0.07227571],"study_design_scores_gemma":[0.0003734569,0.0004703258,0.00008634185,0.0002615478,0.000009385686,0.000005972301,0.7267936,0.00003379643,0.002418526,0.1879296,0.08144025,0.0001771655],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08849239,0.0004498705,0.7882711,0.09254145,0.002160145,0.0004387425,0.00005517397,0.00003554494,0.02755561],"genre_scores_gemma":[0.177693,0.0001183602,0.8157073,0.001147092,0.003059912,0.00002263084,0.000002358681,0.00002950223,0.002219825],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2076071,"threshold_uncertainty_score":0.9984421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9032266907770278,"score_gpt":0.8264882132438385,"score_spread":0.0767384775331893,"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."}}