{"id":"W2891591588","doi":"10.46743/2160-3715/2018.3243","title":"The Challenging and Empowering Elements of Doctoral Data Collection","year":2018,"lang":"en","type":"article","venue":"The Qualitative Report","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"Nova Scotia Health Research Foundation","keywords":"Data collection; Narrative; Appeal; Qualitative research; Sociology; Pedagogy; Psychology; Medical education; Political science; Social science; Medicine; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004983336,0.00006218574,0.00009491463,0.00002521045,0.0003899834,0.00001081994,0.0001425629,0.00002550019,0.00005869586],"category_scores_gemma":[0.0002511473,0.00003648093,0.00001330878,0.000118204,0.00019393,0.00005674763,0.00005341887,0.0000724472,0.000009626803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001485397,"about_ca_system_score_gemma":0.00003448852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006666892,"about_ca_topic_score_gemma":0.0010128,"domain_scores_codex":[0.9987609,0.0003146185,0.000433598,0.0001823475,0.0001381226,0.0001703634],"domain_scores_gemma":[0.9985124,0.0004918124,0.0003106805,0.0005423683,0.0001084589,0.00003422925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005675489,0.00009614958,0.01176838,0.00005377549,0.0003624954,0.00002075226,0.9145244,1.633626e-7,0.000272672,0.04152745,0.01380094,0.01700529],"study_design_scores_gemma":[0.001425745,0.001193056,0.3675836,0.00007898344,0.00008936524,0.0003841613,0.5069206,0.0002734739,0.0005704692,0.0148707,0.1062762,0.0003336366],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822416,0.0006341093,0.002788734,0.001135322,0.0006296816,0.0002910701,0.000009466947,0.00001965158,0.01225042],"genre_scores_gemma":[0.9978211,0.0000368786,0.0001862088,0.00003401758,0.0001303771,0.00001265825,0.00001634799,0.000006893325,0.001755541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4076038,"threshold_uncertainty_score":0.2999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2593528574749582,"score_gpt":0.5605266873065768,"score_spread":0.3011738298316187,"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."}}