{"id":"W3028299926","doi":"10.18778/1733-8077.16.2.08","title":"Piecing Together the Meaning of “Dirty Work”","year":2020,"lang":"en","type":"article","venue":"Qualitative Sociology Review","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sociology; Ethnography; Meaning (existential); Craft; Epistemology; Perspective (graphical); Field (mathematics); Strict constructionism; Qualitative research; Focus (optics); Social constructionism; Work (physics); Social science; Anthropology; Philosophy; Visual arts","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":[0.03156007,0.000126521,0.0005681943,0.0000173017,0.0004938638,0.0000103731,0.000455555,0.0001376265,0.0005656169],"category_scores_gemma":[0.02732437,0.00007974351,0.0002326747,0.0005285876,0.004790115,0.00009362534,0.00008690932,0.0006586834,0.00009909249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004677907,"about_ca_system_score_gemma":0.0002726076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001356818,"about_ca_topic_score_gemma":0.00002036501,"domain_scores_codex":[0.9662095,0.03217624,0.0005120671,0.000260417,0.0004588116,0.0003829823],"domain_scores_gemma":[0.9844632,0.0144723,0.0003233553,0.0001668629,0.0004312352,0.0001430688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000673272,0.000006855068,0.00008948481,0.0003700639,0.00005292205,5.122624e-7,0.5926917,2.005518e-7,0.0000496051,0.3935985,0.002290851,0.01084263],"study_design_scores_gemma":[0.0001692165,0.0001514022,0.00009853736,0.001210355,0.00006326104,1.600359e-7,0.5614103,0.000001705146,0.00003847897,0.1555209,0.2811241,0.0002115325],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00899791,0.2877879,0.016419,0.5778983,0.000216249,0.0015961,0.00002330564,0.000103256,0.106958],"genre_scores_gemma":[0.4978438,0.3375007,0.05717661,0.1031657,0.001284843,0.0003659444,0.00002309438,0.0001009149,0.002538394],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4888459,"threshold_uncertainty_score":0.9979182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5373031040949339,"score_gpt":0.6147322585531781,"score_spread":0.07742915445824428,"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."}}